{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------\n",
    "*日期：2023-05-10\\ week12（周三）\n",
    "*课程：Python\n",
    "*记录人：Xiao lu\n",
    "\n",
    "-----------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:24.268780Z",
     "iopub.status.busy": "2023-05-31T12:46:24.267768Z",
     "iopub.status.idle": "2023-05-31T12:46:24.621730Z",
     "shell.execute_reply": "2023-05-31T12:46:24.620593Z",
     "shell.execute_reply.started": "2023-05-31T12:46:24.268746Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证'], 'title': '产品经理', 'topJob': True, 'refreshTime': '20230317173639', 'advViewFlag': True, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'jobKind': '2', 'salary': '15-20k', 'dq': '广州-花都区', 'requireWorkYears': '3-5年', 'jobId': '57075805', 'link': 'https://www.liepin.com/job/1957075805.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科'}, 'recruiter': {'imId': '8a3cfebed73e3f07c0e770cd23fcb1ad', 'imUserType': '2', 'recruiterName': '唐先生', 'recruiterTitle': '人力资源经理', 'recruiterId': '538fb44ddf62cf77b210bdf561a87525', 'chatted': False, 'recruiterPhoto': '5ca47b93509919fa0ea15bee05u.png'}, 'comp': {'compId': 8947928, 'co\r\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=ioYE87NtQmKVBO3G0Y0HCg; __gc_id=37822670cebb460693955108ff86d124; __uuid=1679636647293.55; __tlog=1679636647295.49%7C00000000%7C00000000%7C00000000%7C00000000; _ga=GA1.1.1687403970.1681896657; acw_tc=276077d816837105124564397e9c8b7118940ba709aa4ba34680cbb786f8bc; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683710513; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=s%2Bpfa3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhxB8mc8ULN7j9Mun%2BzHBP6UIbwGqnl4CyvOW92GECS%2B1cN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683710561; __session_seq=24; __uv_seq=4; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1683710511.3.1.1683710585.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '296c6ffc-320c-4ab2-ab90-29e44a2664d4',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'ioYE87NtQmKVBO3G0Y0HCg'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页获取数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:26.098213Z",
     "iopub.status.busy": "2023-05-31T12:46:26.097081Z",
     "iopub.status.idle": "2023-05-31T12:46:29.787722Z",
     "shell.execute_reply": "2023-05-31T12:46:29.786166Z",
     "shell.execute_reply.started": "2023-05-31T12:46:26.098176Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证'], 'pcOuterLink': '', 'h5OuterLink': '', 'title': '产品经理', 'jobId': '57075805', 'refreshTime': '20230317173639', 'salary': '15-20k', 'dq': '广州-花都区', 'topJob': True, 'jobKind': '2', 'link': 'https://www.liepin.com/job/1957075805.shtml', 'requireWorkYears': '3-5年', 'advViewFlag': True, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '唐先生', 'recruiterTitle': '人力资源经理', 'chatted': False, 'recruiterId': '538fb44ddf62cf77b210bdf561a87525', 'imId': '8a3cfebed73e3f07c0e770cd23fcb1ad', 'imUserType': '2', 'recruiterPhoto': '5ca47b93509919fa0ea15bee05u.png'}, 'comp': {'compId': 8947928, 'co\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244331983%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"jobId\":\"44331983\",\"imId\":\"190ab81a74d5846c2e02023589153cdf\",\"imUserType\":\"2\",\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"recruiterName\":\"霍女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'job': {'labels': ['axure', 'visio', 'powerpoint', 'word', 'Excel'], 'jobKind': '2', 'topJob': False, 'refreshTime': '20211125150437', 'jobId': '44331983', 'salary': '5-10k', 'dq': '广州', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'title': '初级产品经理', 'link': \r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['固定收益', '固收系统'], 'jobKind': '1', 'salary': '30-50k·20薪', 'title': '固收条线金融科技产品经理', 'dq': '广州', 'jobId': '44278139', 'topJob': False, 'refreshTime': '20230528114309', 'requireWorkYears': '1-3年', 'link': 'https://www.liepin.com/a/44278139.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=0', 'advViewFlag': False, 'requireEduLevel': '硕士及以上'}, 'recruiter': {'recruiterName': '刘先生', 'recruiterTitle': '猎头顾问', 'recruiterId': '1fcc7ed72e3b72292e48c8cc9ac1ae51', 'imId': 'd79a00f8f6ab328f6042c177f0a1d2b1', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '60fa4ef147b4cc0789c987b808u.jpg'}, 'comp': {'compStage': 'A轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内大型基金/证券/期货公司', 'compScale': '500-99\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['电商产品', '跨境电商', '电子商务', '团队管理'], 'pcOuterLink': '', 'h5OuterLink': '', 'title': '跨境电商产品经理（汽配类）', 'jobId': '32900145', 'refreshTime': '20221207141404', 'salary': '8-15k', 'dq': '广州', 'topJob': False, 'jobKind': '2', 'link': 'https://www.liepin.com/job/1932900145.shtml', 'requireWorkYears': '3-5年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=3&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=3&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '江女士', 'recruiterTitle': 'HRM', 'chatted': False, 'recruiterId': '40b37758e5e02f3a8b0a6c5ea7ccbedc', 'imId': 'f107dcb75b6359449f90a7bcfdb96d0e', 'imUserType': '2', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compId': 8805672, 'compLogo': '5bfe99a174719df0ac99ac3903a.png', '\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计'], 'jobKind': '2', 'jobId': '57162741', 'title': '市场产品经理(J10088)', 'refreshTime': '20230531090704', 'salary': '15-30k·15薪', 'dq': '广州-海珠区', 'topJob': False, 'link': 'https://www.liepin.com/job/1957162741.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=0', 'requireEduLevel': '统招本科'}, 'recruiter': {'imId': '58c074a4de1787e1e4cd5c055e1e05ce', 'imUserType': '2', 'chatted': False, 'recruiterName': '温女士', 'recruiterTitle': 'HRBP', 'recruiterId': '6b815cc58b4b68ff38949a30276a8416', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compId': 12518807, \r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'comp': {'compIndustry': '电子/半导体/集成电路', 'compId': 13000709, 'compLogo': '620371dcd165a7223961e4c503u.png', 'compName': '广东人工智能与先进计算研究院', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/13000709/'}, 'dataInfo': '%7B%22jobId%22%3A%2254965581%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%225%22%2C%22d_curPage%22%3A%225%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"42eb707943fc4de9f4d86ae938b4bcb8\",\"imUserType\":\"2\",\"jobId\":\"54965581\",\"jobKind\":\"2\",\"userId\":\"c450ca2cf72a17c0348881383982b75b\",\"recruiterName\":\"潘女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'job': {'labels': ['智能载荷', '视觉感知系统', '无人驾驶'], 'jobId': '549\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['无人机', '无人机载荷', '激光雷达', '光学相机'], 'jobKind': '2', 'jobId': '56723949', 'title': '高级产品经理（无人机载荷与视觉）', 'refreshTime': '20230523101700', 'salary': '20-40k·13薪', 'dq': '广州-黄埔区', 'topJob': False, 'link': 'https://www.liepin.com/job/1956723949.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=6&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=6&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'imId': '42eb707943fc4de9f4d86ae938b4bcb8', 'imUserType': '2', 'chatted': False, 'recruiterName': '潘女士', 'recruiterTitle': '招聘主管', 'recruiterId': 'c450ca2cf72a17c0348881383982b75b', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compId': 13000709, 'compLogo': '6203\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计'], 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=7&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=7&pageSize=40&index=0', 'requireWorkYears': '3-5年', 'title': '物联网产品经理', 'refreshTime': '20230512093402', 'jobKind': '2', 'jobId': '57777369', 'topJob': False, 'salary': '12-20k', 'dq': '广州-天河区', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957777369.shtml', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterPhoto': '54d1e761712e7147fd8062c902c.jpg', 'chatted': False, 'imId': '3b37f6bb027ba58b78f5885b11a76839', 'imUserType': '2', 'recruiterId': 'e8745aba1f44ddd621b2f8f304de3409', 'recruiterName': '赵女士', 'recruiterTitle': '人力资源专员'}, 'comp': {'compScale': '500-999人', 'compId': 1327734, 'c\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析'], 'title': '产品经理（功能性食品）', 'jobId': '46290435', 'refreshTime': '20230519175712', 'salary': '20-30k', 'dq': '广州-白云区', 'topJob': False, 'jobKind': '1', 'link': 'https://www.liepin.com/a/46290435.shtml', 'requireWorkYears': '1-3年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=8&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=8&pageSize=40&index=0', 'requireEduLevel': '学历不限'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterId': 'cb20117709c138fd04beb6d29944d399', 'imId': 'fcf2114e8f2614743417a188cf69ded9', 'imUserType': '2', 'recruiterPhoto': '5f8fa3baf6d1ab58476f324908u.png'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['中台产品', '爬虫'], 'jobKind': '2', 'jobId': '45961399', 'title': '产品经理（B端）—热招 (MJ005394)', 'refreshTime': '20211224210115', 'salary': '20-30k', 'dq': '广州-番禺区', 'topJob': False, 'link': 'https://www.liepin.com/job/1945961399.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '1-3年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'imId': '60efe437c70b76529f525c4acd6c5f37', 'imUserType': '2', 'chatted': False, 'recruiterName': '王女士', 'recruiterTitle': 'HRBP', 'recruiterId': 'e65db808b9ead79e4ac0af5d4f30c83c', 'recruiterPhoto': '61b994fcd318b4087cedf6b204u.png'}, 'comp': {'compId': 9808891, 'compStage': 'D轮', 'compLogo': '61b\r\n",
      "{'flag': 1, 'data': {'data': {}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 10, 'totalPage': 0, 'pageSize': 40, 'hasNext': False, 'totalCounts': 0}}}\r\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_10022/1507514389.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'jobCardList'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-05-31T12:46:29.790506Z",
     "iopub.status.idle": "2023-05-31T12:46:29.790833Z",
     "shell.execute_reply": "2023-05-31T12:46:29.790693Z",
     "shell.execute_reply.started": "2023-05-31T12:46:29.790678Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-05-31T12:46:29.792246Z",
     "iopub.status.idle": "2023-05-31T12:46:29.792555Z",
     "shell.execute_reply": "2023-05-31T12:46:29.792418Z",
     "shell.execute_reply.started": "2023-05-31T12:46:29.792405Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据整理成为表格\n",
    "> 1. pandas 中的concat方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-05-31T12:46:29.793311Z",
     "iopub.status.idle": "2023-05-31T12:46:29.793635Z",
     "shell.execute_reply": "2023-05-31T12:46:29.793488Z",
     "shell.execute_reply.started": "2023-05-31T12:46:29.793475Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:30.237880Z",
     "iopub.status.busy": "2023-05-31T12:46:30.237122Z",
     "iopub.status.idle": "2023-05-31T12:46:30.483455Z",
     "shell.execute_reply": "2023-05-31T12:46:30.481995Z",
     "shell.execute_reply.started": "2023-05-31T12:46:30.237846Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM_0510.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "> 1. Pandas/Numpy\n",
    "> 2. Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:36.346639Z",
     "iopub.status.busy": "2023-05-31T12:46:36.345648Z",
     "iopub.status.idle": "2023-05-31T12:46:36.439584Z",
     "shell.execute_reply": "2023-05-31T12:46:36.438682Z",
     "shell.execute_reply.started": "2023-05-31T12:46:36.346602Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"e65db808b9ead79e4ac0af5d4f30c83c\",\"...</td>\n",
       "      <td>['中台产品', '爬虫']</td>\n",
       "      <td>2</td>\n",
       "      <td>45961399</td>\n",
       "      <td>产品经理（B端）—热招 (MJ005394)</td>\n",
       "      <td>20211224210115</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>e65db808b9ead79e4ac0af5d4f30c83c</td>\n",
       "      <td>61b994fcd318b4087cedf6b204u.png</td>\n",
       "      <td>9808891.0</td>\n",
       "      <td>D轮</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>https://www.liepin.com/company/9808891/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>专业技术服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"c7817361471cad298bd435007738d62a\",\"...</td>\n",
       "      <td>['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...</td>\n",
       "      <td>1</td>\n",
       "      <td>45327715</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>20230531090621</td>\n",
       "      <td>18-23k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>c7817361471cad298bd435007738d62a</td>\n",
       "      <td>61c01f4f3d6c762de8f2844302u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"ba6be1e2681c6cfca6429c376a205006\",\"...</td>\n",
       "      <td>['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...</td>\n",
       "      <td>1</td>\n",
       "      <td>44224915</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>20230529075611</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ba6be1e2681c6cfca6429c376a205006</td>\n",
       "      <td>5dea380fcd52473b94f382a203u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某专业服务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>人力资源服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"93ed731df032c46315824e943a1d95b6\",\"...</td>\n",
       "      <td>['新零售', '商品中心', '产品经理']</td>\n",
       "      <td>2</td>\n",
       "      <td>58129587</td>\n",
       "      <td>产品经理(商品方向) (MJ007121)</td>\n",
       "      <td>20230425163749</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘</td>\n",
       "      <td>93ed731df032c46315824e943a1d95b6</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>8116383.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe994374719df0ac9999a303a.png</td>\n",
       "      <td>钱大妈</td>\n",
       "      <td>https://www.liepin.com/company/8116383/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>新零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"d87080f127a73380801a94c22fcb7037\",\"...</td>\n",
       "      <td>['数据产品']</td>\n",
       "      <td>2</td>\n",
       "      <td>55530841</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>20230119094809</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d87080f127a73380801a94c22fcb7037</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8169921.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea37574719d2aa34c8a5c03a.png</td>\n",
       "      <td>毕马威中国 KPMG China</td>\n",
       "      <td>https://www.liepin.com/company/8169921/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>专业技术服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"5263fa299393f6d2df7ac4bff2c75935\",\"...</td>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>1</td>\n",
       "      <td>46151241</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230516104645</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5263fa299393f6d2df7ac4bff2c75935</td>\n",
       "      <td>61dd77ac7a207a14f8eb517305u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州知名互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"148b21d20d4274439d8e1041f4a70956\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>56429361</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230223174129</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>148b21d20d4274439d8e1041f4a70956</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>7956379.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5cece8199fae687d437913a708u.png</td>\n",
       "      <td>Qinda</td>\n",
       "      <td>https://www.liepin.com/company/7956379/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>机械/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"7448d4d40734fd136091a6cd98606b13\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>46020733</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230519165547</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7448d4d40734fd136091a6cd98606b13</td>\n",
       "      <td>5dc3b718d38a3d7423c4023f04u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"8b541e50d2efad6627d6231c404e1d00\",\"...</td>\n",
       "      <td>['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...</td>\n",
       "      <td>1</td>\n",
       "      <td>45947985</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20230509120628</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>8b541e50d2efad6627d6231c404e1d00</td>\n",
       "      <td>61dcfba3d34efb29661ced2204u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A轮</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>新型互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"005651cc0e39c94e482464c72be95144\",\"...</td>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>1</td>\n",
       "      <td>46149019</td>\n",
       "      <td>网约车供需调度产品经理</td>\n",
       "      <td>20230516102154</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>005651cc0e39c94e482464c72be95144</td>\n",
       "      <td>5db68b8947b2f02171b10fd201u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>54136715</td>\n",
       "      <td>高级产品/硬件产品经理</td>\n",
       "      <td>20230426171846</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12274147.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6094e88edf45a46a965afffc07u.png</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"be9b5f69c61f2fbf563261643c84deb9\",\"...</td>\n",
       "      <td>['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...</td>\n",
       "      <td>2</td>\n",
       "      <td>48036829</td>\n",
       "      <td>产品经理（积木）--TOP TOY</td>\n",
       "      <td>20230426112947</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>be9b5f69c61f2fbf563261643c84deb9</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>8392675.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f694f53f6d1ab58475e74fc06u.png</td>\n",
       "      <td>名创优品</td>\n",
       "      <td>https://www.liepin.com/company/8392675/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"e9ada9244f94490b62e8f53cd67db061\",\"...</td>\n",
       "      <td>['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...</td>\n",
       "      <td>2</td>\n",
       "      <td>56489421</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>20230526175305</td>\n",
       "      <td>13-17k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>HRD</td>\n",
       "      <td>e9ada9244f94490b62e8f53cd67db061</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>13329179.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>636c552e47468d27846ca42408u.png</td>\n",
       "      <td>广州乐芙化妆品科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13329179/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"20ed83b2fc213437519cf8e160c4406e\",\"...</td>\n",
       "      <td>['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...</td>\n",
       "      <td>1</td>\n",
       "      <td>46206069</td>\n",
       "      <td>商业化产品经理（广告SDK）</td>\n",
       "      <td>20230530094146</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>20ed83b2fc213437519cf8e160c4406e</td>\n",
       "      <td>5e9d65385a1a60079d75291402u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B轮</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>出海服务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>互联网/电商</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"b381d38f0cee8d1f61b78a0b0655986e\",\"...</td>\n",
       "      <td>['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...</td>\n",
       "      <td>1</td>\n",
       "      <td>44689287</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>20230529105914</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>b381d38f0cee8d1f61b78a0b0655986e</td>\n",
       "      <td>5f6b1f50dfb13a7dee2443fe01u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某电子商务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"b1f35a95cd2f090b1c1c01adbf9e90f1\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>56161375</td>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>20230530104441</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>b1f35a95cd2f090b1c1c01adbf9e90f1</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>9510141.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea0c574719d2aa34c074f03a.png</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9510141/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"f575e67c0c3d1d8db38803165db5818e\",\"...</td>\n",
       "      <td>['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...</td>\n",
       "      <td>2</td>\n",
       "      <td>57044845</td>\n",
       "      <td>可视化产品经理</td>\n",
       "      <td>20230522140947</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f575e67c0c3d1d8db38803165db5818e</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9393699.0</td>\n",
       "      <td>C轮</td>\n",
       "      <td>5cf46371501544662c8b451c07u.png</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>https://www.liepin.com/company/9393699/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>人工智能</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"5e0996eae25176a666f630b4f06287e3\",\"...</td>\n",
       "      <td>['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...</td>\n",
       "      <td>1</td>\n",
       "      <td>44352331</td>\n",
       "      <td>产品经理（工控主板）</td>\n",
       "      <td>20230522215557</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5e0996eae25176a666f630b4f06287e3</td>\n",
       "      <td>60ed5d2ad7a78d2ad53fbb0d07u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"b72db97a93ec083f4e574c9d5ac7a95b\",\"...</td>\n",
       "      <td>['AI产品', '机器学习', '业务化建模', '数据标注']</td>\n",
       "      <td>2</td>\n",
       "      <td>57956263</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230427113626</td>\n",
       "      <td>15-27k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>b72db97a93ec083f4e574c9d5ac7a95b</td>\n",
       "      <td>617ba78eba38366b25cd6ba907u.jpg</td>\n",
       "      <td>7939633.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5b7d04f48e5016e5665c193104a.jpg</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7939633/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"a045b1bd4badd5922933f58c621635f7\",\"...</td>\n",
       "      <td>['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']</td>\n",
       "      <td>2</td>\n",
       "      <td>55746849</td>\n",
       "      <td>IOT产品经理</td>\n",
       "      <td>20230515141901</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>a045b1bd4badd5922933f58c621635f7</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>12561289.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64084e6b1e3e2e339e28622905u.png</td>\n",
       "      <td>菲亚兰德</td>\n",
       "      <td>https://www.liepin.com/company/12561289/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"f47151fb4aacbf16827690e5f559968d\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>45822769</td>\n",
       "      <td>品质PM</td>\n",
       "      <td>20230505150600</td>\n",
       "      <td>12-13k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>f47151fb4aacbf16827690e5f559968d</td>\n",
       "      <td>60f7762017b23e15ed84a9a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"71c73208bd705bcd9b1468e94ee5a7ef\",\"...</td>\n",
       "      <td>['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...</td>\n",
       "      <td>1</td>\n",
       "      <td>45740499</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>20230502161251</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>71c73208bd705bcd9b1468e94ee5a7ef</td>\n",
       "      <td>5f4c594fea60860b750e520202u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"28c3f9703ebe18fe2536be64728888ac\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>52754703</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>20230531093622</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>28c3f9703ebe18fe2536be64728888ac</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13207877.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6441e2939228f46e07fd8da901u.png</td>\n",
       "      <td>朗臣医疗</td>\n",
       "      <td>https://www.liepin.com/company/13207877/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"3936531b0aaffaa01698fc9aa35683d5\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>57233595</td>\n",
       "      <td>产品经理（国际售后服务）</td>\n",
       "      <td>20230525172552</td>\n",
       "      <td>16-30k·15薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3936531b0aaffaa01698fc9aa35683d5</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>8244054.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5e72de2a37483e328d5dac9407u.jpg</td>\n",
       "      <td>美的集团企业数字平台</td>\n",
       "      <td>https://www.liepin.com/company/8244054/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>家具/家居</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"446fa8eec304cee5246608e7b5510cdd\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>7643641</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230520143546</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>一品红药业集团管理员</td>\n",
       "      <td>446fa8eec304cee5246608e7b5510cdd</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>8788514.0</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>60f0012c66b5e17b60aa022905u.png</td>\n",
       "      <td>一品红</td>\n",
       "      <td>https://www.liepin.com/company/8788514/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"2caa48423ee956a818ef0d3758d66ad0\",\"...</td>\n",
       "      <td>['产品策划']</td>\n",
       "      <td>2</td>\n",
       "      <td>55514005</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>20230412173745</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2caa48423ee956a818ef0d3758d66ad0</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>13352111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广东蓝理建设</td>\n",
       "      <td>https://www.liepin.com/company/13352111/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>房地产开发经营</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\",\"...</td>\n",
       "      <td>['供应链产品', 'ERP产品', '后台产品', 'to B']</td>\n",
       "      <td>2</td>\n",
       "      <td>55715185</td>\n",
       "      <td>高级产品经理（供应商关系管理方向） (MJ007490)</td>\n",
       "      <td>20230201164533</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>助理顾问(AC)</td>\n",
       "      <td>9294a5a1e3837c5ebb372434d8d59956</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>8706847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c64c511261c45f22d50d39303u.png</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>https://www.liepin.com/company/8706847/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"aa962e4752fbca291f08f73ae1fac03f\",\"...</td>\n",
       "      <td>['策略产品', '产品规划', '市场调研']</td>\n",
       "      <td>1</td>\n",
       "      <td>44908943</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230529095449</td>\n",
       "      <td>22-23k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>aa962e4752fbca291f08f73ae1fac03f</td>\n",
       "      <td>63feb4168215c0586b782b5306u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州制药公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"8b3d08baae34b6ce32673941a4fb8bc6\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>44682779</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230509083622</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>8b3d08baae34b6ce32673941a4fb8bc6</td>\n",
       "      <td>5fc838b87d6477448762618c01u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>智能安防</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"770f8d15fe11a815922ff0b9f4a56f11\",\"...</td>\n",
       "      <td>['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...</td>\n",
       "      <td>1</td>\n",
       "      <td>44509295</td>\n",
       "      <td>风控产品经理（P7）</td>\n",
       "      <td>20230530161432</td>\n",
       "      <td>80-110k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>770f8d15fe11a815922ff0b9f4a56f11</td>\n",
       "      <td>612de190d3d9672368b2f53b07u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"003734892231d61bd6d60df8cdcddcd3\",\"...</td>\n",
       "      <td>['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']</td>\n",
       "      <td>2</td>\n",
       "      <td>58647455</td>\n",
       "      <td>AI产品经理岗</td>\n",
       "      <td>20230518102540</td>\n",
       "      <td>16-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>003734892231d61bd6d60df8cdcddcd3</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>13501419.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>一起赢(广东)数字音画传媒有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13501419/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"e7e1bd022b59ad1836ec382f87541a14\",\"...</td>\n",
       "      <td>['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']</td>\n",
       "      <td>1</td>\n",
       "      <td>45469299</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230530094859</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>e7e1bd022b59ad1836ec382f87541a14</td>\n",
       "      <td>5f6560019d37de587979f2ff02u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>大型上市食品企业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"8a3dae76bb73929dae2c75f2e9902c36\",\"...</td>\n",
       "      <td>['用户研究', '产品规划', '数据分析']</td>\n",
       "      <td>2</td>\n",
       "      <td>55722223</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>20230506163645</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8a3dae76bb73929dae2c75f2e9902c36</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13393455.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63da3c9d211aff1618cde20207u.png</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>https://www.liepin.com/company/13393455/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>文化艺术业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"b51c45af3645bed168455136666220c9\",\"...</td>\n",
       "      <td>['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...</td>\n",
       "      <td>1</td>\n",
       "      <td>44048627</td>\n",
       "      <td>穿戴甲产品经理</td>\n",
       "      <td>20230505174416</td>\n",
       "      <td>14-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>b51c45af3645bed168455136666220c9</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>其他生活服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"fe574404935c0d1e8b980cb130e246e9\",\"...</td>\n",
       "      <td>['硬件产品', '智能硬件', '硬件系统集成', '教育行业']</td>\n",
       "      <td>1</td>\n",
       "      <td>45131607</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230530092848</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>fe574404935c0d1e8b980cb130e246e9</td>\n",
       "      <td>60594891e67dd642e66167e607u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"cdb34a4a3005a81f03ec30b7fbb4a06f\",\"...</td>\n",
       "      <td>['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...</td>\n",
       "      <td>2</td>\n",
       "      <td>54623353</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>普通员工</td>\n",
       "      <td>cdb34a4a3005a81f03ec30b7fbb4a06f</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>8382009.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe978474719df0ac993ea303a.png</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>https://www.liepin.com/company/8382009/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>通信设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"c6558d530eecaf9389f6ce0f98f8e7df\",\"...</td>\n",
       "      <td>['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...</td>\n",
       "      <td>2</td>\n",
       "      <td>43462411</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>c6558d530eecaf9389f6ce0f98f8e7df</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>12334979.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f71b103dfb13a7dee27c76e01u.png</td>\n",
       "      <td>广州赫特信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12334979/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"4ce726614a23ae57acd5ba9b6e56ce9b\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>54702227</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>4ce726614a23ae57acd5ba9b6e56ce9b</td>\n",
       "      <td>5779d5a645ce3fd9faec0cb504a.png</td>\n",
       "      <td>8774273.0</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5eb647f24ff090104e46357203u.jpg</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>https://www.liepin.com/company/8774273/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"9bd2efa895ae02aabd151f39cc007034\",\"...</td>\n",
       "      <td>['工具产品', '团队管理', '产品规划']</td>\n",
       "      <td>2</td>\n",
       "      <td>31859047</td>\n",
       "      <td>产品经理（分子诊断）</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>9bd2efa895ae02aabd151f39cc007034</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>8773130.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5ca1dec5261c454598fe601001u.png</td>\n",
       "      <td>广州嘉检医学检测有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8773130/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>生物技术</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...</td>\n",
       "      <td>{\"userId\":\"1db2176ca2c7f40f531f67a1360866a1\",\"...</td>\n",
       "      <td>['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...</td>\n",
       "      <td>2</td>\n",
       "      <td>55935497</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>1db2176ca2c7f40f531f67a1360866a1</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>13306809.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63a2a909b022af187d034ead05u.png</td>\n",
       "      <td>广州华银康医疗集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13306809/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>医疗机构</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                                           dataInfo  \\\n",
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       "24          24  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "25          25  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "26          26  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "27          27  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       "28          28  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       "29          29  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       "30          30  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "31          31  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       "32          32  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "33          33  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       "34          34  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       "35          35  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "36          36  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "37          37  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "38          38  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "39          39  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"e65db808b9ead79e4ac0af5d4f30c83c\",\"...   \n",
       "1   {\"userId\":\"c7817361471cad298bd435007738d62a\",\"...   \n",
       "2   {\"userId\":\"ba6be1e2681c6cfca6429c376a205006\",\"...   \n",
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       "15  {\"userId\":\"b1f35a95cd2f090b1c1c01adbf9e90f1\",\"...   \n",
       "16  {\"userId\":\"f575e67c0c3d1d8db38803165db5818e\",\"...   \n",
       "17  {\"userId\":\"5e0996eae25176a666f630b4f06287e3\",\"...   \n",
       "18  {\"userId\":\"b72db97a93ec083f4e574c9d5ac7a95b\",\"...   \n",
       "19  {\"userId\":\"a045b1bd4badd5922933f58c621635f7\",\"...   \n",
       "20  {\"userId\":\"f47151fb4aacbf16827690e5f559968d\",\"...   \n",
       "21  {\"userId\":\"71c73208bd705bcd9b1468e94ee5a7ef\",\"...   \n",
       "22  {\"userId\":\"28c3f9703ebe18fe2536be64728888ac\",\"...   \n",
       "23  {\"userId\":\"3936531b0aaffaa01698fc9aa35683d5\",\"...   \n",
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       "25  {\"userId\":\"2caa48423ee956a818ef0d3758d66ad0\",\"...   \n",
       "26  {\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\",\"...   \n",
       "27  {\"userId\":\"aa962e4752fbca291f08f73ae1fac03f\",\"...   \n",
       "28  {\"userId\":\"8b3d08baae34b6ce32673941a4fb8bc6\",\"...   \n",
       "29  {\"userId\":\"770f8d15fe11a815922ff0b9f4a56f11\",\"...   \n",
       "30  {\"userId\":\"003734892231d61bd6d60df8cdcddcd3\",\"...   \n",
       "31  {\"userId\":\"e7e1bd022b59ad1836ec382f87541a14\",\"...   \n",
       "32  {\"userId\":\"8a3dae76bb73929dae2c75f2e9902c36\",\"...   \n",
       "33  {\"userId\":\"b51c45af3645bed168455136666220c9\",\"...   \n",
       "34  {\"userId\":\"fe574404935c0d1e8b980cb130e246e9\",\"...   \n",
       "35  {\"userId\":\"cdb34a4a3005a81f03ec30b7fbb4a06f\",\"...   \n",
       "36  {\"userId\":\"c6558d530eecaf9389f6ce0f98f8e7df\",\"...   \n",
       "37  {\"userId\":\"4ce726614a23ae57acd5ba9b6e56ce9b\",\"...   \n",
       "38  {\"userId\":\"9bd2efa895ae02aabd151f39cc007034\",\"...   \n",
       "39  {\"userId\":\"1db2176ca2c7f40f531f67a1360866a1\",\"...   \n",
       "\n",
       "                                           job.labels  job.jobKind  job.jobId  \\\n",
       "0                                      ['中台产品', '爬虫']            2   45961399   \n",
       "1   ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...            1   45327715   \n",
       "2   ['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...            1   44224915   \n",
       "3                             ['新零售', '商品中心', '产品经理']            2   58129587   \n",
       "4                                            ['数据产品']            2   55530841   \n",
       "5   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...            1   46151241   \n",
       "6                                                  []            2   56429361   \n",
       "7                                                  []            1   46020733   \n",
       "8   ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...            1   45947985   \n",
       "9   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...            1   46149019   \n",
       "10                                                 []            2   54136715   \n",
       "11  ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...            2   48036829   \n",
       "12  ['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...            2   56489421   \n",
       "13  ['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...            1   46206069   \n",
       "14  ['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...            1   44689287   \n",
       "15                                                 []            2   56161375   \n",
       "16  ['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...            2   57044845   \n",
       "17  ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...            1   44352331   \n",
       "18                  ['AI产品', '机器学习', '业务化建模', '数据标注']            2   57956263   \n",
       "19             ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']            2   55746849   \n",
       "20                                                 []            1   45822769   \n",
       "21  ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...            1   45740499   \n",
       "22                                                 []            2   52754703   \n",
       "23                                                 []            2   57233595   \n",
       "24                                                 []            2    7643641   \n",
       "25                                           ['产品策划']            2   55514005   \n",
       "26                 ['供应链产品', 'ERP产品', '后台产品', 'to B']            2   55715185   \n",
       "27                           ['策略产品', '产品规划', '市场调研']            1   44908943   \n",
       "28                                                 []            1   44682779   \n",
       "29  ['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...            1   44509295   \n",
       "30               ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']            2   58647455   \n",
       "31  ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']            1   45469299   \n",
       "32                           ['用户研究', '产品规划', '数据分析']            2   55722223   \n",
       "33  ['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...            1   44048627   \n",
       "34                 ['硬件产品', '智能硬件', '硬件系统集成', '教育行业']            1   45131607   \n",
       "35  ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...            2   54623353   \n",
       "36  ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...            2   43462411   \n",
       "37                                                 []            2   54702227   \n",
       "38                           ['工具产品', '团队管理', '产品规划']            2   31859047   \n",
       "39  ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...            2   55935497   \n",
       "\n",
       "                       job.title  job.refreshTime  job.salary  job.dq  ...  \\\n",
       "0         产品经理（B端）—热招 (MJ005394)   20211224210115      20-30k  广州-番禺区  ...   \n",
       "1                       AI应用产品经理   20230531090621  18-23k·15薪  广州-白云区  ...   \n",
       "2                         软件产品经理   20230529075611  20-35k·16薪      广州  ...   \n",
       "3          产品经理(商品方向) (MJ007121)   20230425163749  20-30k·13薪  广州-海珠区  ...   \n",
       "4                         数据产品经理   20230119094809  30-55k·13薪  广州-南沙区  ...   \n",
       "5                           产品经理   20230516104645  20-40k·15薪      广州  ...   \n",
       "6                           产品经理   20230223174129  20-35k·13薪  广州-天河区  ...   \n",
       "7                           产品经理   20230519165547      15-20k      广州  ...   \n",
       "8                         高级产品经理   20230509120628  30-50k·15薪  广州-海珠区  ...   \n",
       "9                    网约车供需调度产品经理   20230516102154      20-40k      广州  ...   \n",
       "10                   高级产品/硬件产品经理   20230426171846      25-30k      广州  ...   \n",
       "11             产品经理（积木）--TOP TOY   20230426112947  10-15k·13薪  广州-海珠区  ...   \n",
       "12                       ERP产品经理   20230526175305  13-17k·13薪  广州-天河区  ...   \n",
       "13                商业化产品经理（广告SDK）   20230530094146  25-50k·15薪      广州  ...   \n",
       "14                        电商产品经理   20230529105914      18-35k      广州  ...   \n",
       "15                       产品经理-肿瘤   20230530104441      20-35k  广州-荔湾区  ...   \n",
       "16                       可视化产品经理   20230522140947      20-40k      广州  ...   \n",
       "17                    产品经理（工控主板）   20230522215557      15-25k      广州  ...   \n",
       "18                          产品经理   20230427113626      15-27k  广州-番禺区  ...   \n",
       "19                       IOT产品经理   20230515141901      15-20k  广州-越秀区  ...   \n",
       "20                          品质PM   20230505150600  12-13k·13薪      广州  ...   \n",
       "21                   B端产品经理（CRM）   20230502161251      30-50k  广州-天河区  ...   \n",
       "22                        医药产品经理   20230531093622      15-30k  广州-天河区  ...   \n",
       "23                  产品经理（国际售后服务）   20230525172552  16-30k·15薪  广州-番禺区  ...   \n",
       "24                          产品经理   20230520143546      25-35k      广州  ...   \n",
       "25                     文创产品经理/主管   20230412173745       8-15k  广州-海珠区  ...   \n",
       "26  高级产品经理（供应商关系管理方向） (MJ007490)   20230201164533  20-35k·14薪  广州-番禺区  ...   \n",
       "27                          产品经理   20230529095449      22-23k      广州  ...   \n",
       "28                          产品经理   20230509083622      15-20k      广州  ...   \n",
       "29                    风控产品经理（P7）   20230530161432     80-110k  广州-海珠区  ...   \n",
       "30                       AI产品经理岗   20230518102540      16-22k  广州-天河区  ...   \n",
       "31                          产品经理   20230530094859  18-30k·13薪      广州  ...   \n",
       "32                     文创产品经理/主管   20230506163645       8-12k  广州-海珠区  ...   \n",
       "33                       穿戴甲产品经理   20230505174416      14-25k  广州-海珠区  ...   \n",
       "34                          产品经理   20230530092848      30-60k      广州  ...   \n",
       "35                    云网产品经理（部门）   20230417164705      10-20k  广州-天河区  ...   \n",
       "36                        高级产品经理   20221205091040  30-40k·13薪  广州-白云区  ...   \n",
       "37                      高级硬件产品经理   20230302214354  20-35k·13薪  广州-黄埔区  ...   \n",
       "38                    产品经理（分子诊断）   20230307091844      16-25k  广州-海珠区  ...   \n",
       "39                          产品经理   20230208172109   8-12k·13薪  广州-白云区  ...   \n",
       "\n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                       HRBP  e65db808b9ead79e4ac0af5d4f30c83c   \n",
       "1                       猎头顾问  c7817361471cad298bd435007738d62a   \n",
       "2                       猎头顾问  ba6be1e2681c6cfca6429c376a205006   \n",
       "3                         招聘  93ed731df032c46315824e943a1d95b6   \n",
       "4                        NaN  d87080f127a73380801a94c22fcb7037   \n",
       "5                       猎头顾问  5263fa299393f6d2df7ac4bff2c75935   \n",
       "6                         HR  148b21d20d4274439d8e1041f4a70956   \n",
       "7                       猎头顾问  7448d4d40734fd136091a6cd98606b13   \n",
       "8                       猎头顾问  8b541e50d2efad6627d6231c404e1d00   \n",
       "9                       猎头顾问  005651cc0e39c94e482464c72be95144   \n",
       "10                       NaN  3008edc8b1b12656a3c5bc684e468568   \n",
       "11                      招聘经理  be9b5f69c61f2fbf563261643c84deb9   \n",
       "12                       HRD  e9ada9244f94490b62e8f53cd67db061   \n",
       "13                      猎头顾问  20ed83b2fc213437519cf8e160c4406e   \n",
       "14                      猎头顾问  b381d38f0cee8d1f61b78a0b0655986e   \n",
       "15                       NaN  b1f35a95cd2f090b1c1c01adbf9e90f1   \n",
       "16                       NaN  f575e67c0c3d1d8db38803165db5818e   \n",
       "17                      猎头顾问  5e0996eae25176a666f630b4f06287e3   \n",
       "18              人力资源伙伴(HRBP)  b72db97a93ec083f4e574c9d5ac7a95b   \n",
       "19                      招聘主管  a045b1bd4badd5922933f58c621635f7   \n",
       "20                      猎头顾问  f47151fb4aacbf16827690e5f559968d   \n",
       "21                      猎头顾问  71c73208bd705bcd9b1468e94ee5a7ef   \n",
       "22                      人事主管  28c3f9703ebe18fe2536be64728888ac   \n",
       "23                       NaN  3936531b0aaffaa01698fc9aa35683d5   \n",
       "24                一品红药业集团管理员  446fa8eec304cee5246608e7b5510cdd   \n",
       "25                       NaN  2caa48423ee956a818ef0d3758d66ad0   \n",
       "26                  助理顾问(AC)  9294a5a1e3837c5ebb372434d8d59956   \n",
       "27                      猎头顾问  aa962e4752fbca291f08f73ae1fac03f   \n",
       "28                      猎头顾问  8b3d08baae34b6ce32673941a4fb8bc6   \n",
       "29                      猎头顾问  770f8d15fe11a815922ff0b9f4a56f11   \n",
       "30                      招聘经理  003734892231d61bd6d60df8cdcddcd3   \n",
       "31                      猎头顾问  e7e1bd022b59ad1836ec382f87541a14   \n",
       "32                       NaN  8a3dae76bb73929dae2c75f2e9902c36   \n",
       "33                      猎头顾问  b51c45af3645bed168455136666220c9   \n",
       "34                      猎头顾问  fe574404935c0d1e8b980cb130e246e9   \n",
       "35                      普通员工  cdb34a4a3005a81f03ec30b7fbb4a06f   \n",
       "36                       NaN  c6558d530eecaf9389f6ce0f98f8e7df   \n",
       "37                     招聘负责人  4ce726614a23ae57acd5ba9b6e56ce9b   \n",
       "38                      招聘经理  9bd2efa895ae02aabd151f39cc007034   \n",
       "39                   招聘经理/主管  1db2176ca2c7f40f531f67a1360866a1   \n",
       "\n",
       "            recruiter.recruiterPhoto  comp.compId comp.compStage  \\\n",
       "0    61b994fcd318b4087cedf6b204u.png    9808891.0             D轮   \n",
       "1   61c01f4f3d6c762de8f2844302u.jpeg          NaN          融资未公开   \n",
       "2    5dea380fcd52473b94f382a203u.jpg          NaN            NaN   \n",
       "3    5f8f98698dbe6273dcf8516008u.jpg    8116383.0            NaN   \n",
       "4    5f8f9866dfb13a7dee342f1808u.jpg    8169921.0            NaN   \n",
       "5    61dd77ac7a207a14f8eb517305u.png          NaN          融资未公开   \n",
       "6    5f8f986779c7cc70efbf36c008u.jpg    7956379.0            NaN   \n",
       "7    5dc3b718d38a3d7423c4023f04u.jpg          NaN            已上市   \n",
       "8    61dcfba3d34efb29661ced2204u.jpg          NaN             A轮   \n",
       "9    5db68b8947b2f02171b10fd201u.jpg          NaN          融资未公开   \n",
       "10   5f8f9865ea60860b75384fa508u.jpg   12274147.0          融资未公开   \n",
       "11   5f8f98698dbe6273dcf8516008u.jpg    8392675.0            NaN   \n",
       "12   5f8f9868f6d1ab58476f24a008u.jpg   13329179.0            NaN   \n",
       "13   5e9d65385a1a60079d75291402u.jpg          NaN             B轮   \n",
       "14   5f6b1f50dfb13a7dee2443fe01u.jpg          NaN          融资未公开   \n",
       "15   5f8f9863f6d1ab58476f246a08u.jpg    9510141.0            NaN   \n",
       "16   5f8f986779c7cc70efbf36c008u.jpg    9393699.0             C轮   \n",
       "17   60ed5d2ad7a78d2ad53fbb0d07u.jpg          NaN          融资未公开   \n",
       "18   617ba78eba38366b25cd6ba907u.jpg    7939633.0            NaN   \n",
       "19   5f8f986c79c7cc70efbf36c808u.jpg   12561289.0            NaN   \n",
       "20   60f7762017b23e15ed84a9a008u.jpg          NaN          融资未公开   \n",
       "21   5f4c594fea60860b750e520202u.jpg          NaN            NaN   \n",
       "22   5f8f9863f6d1ab58476f246a08u.jpg   13207877.0          融资未公开   \n",
       "23   5f8f9868f6d1ab58476f24a008u.jpg    8244054.0            NaN   \n",
       "24   5f8f986aea60860b75384fab08u.jpg    8788514.0         沪深A股上市   \n",
       "25   5f8f9866dfb13a7dee342f1808u.jpg   13352111.0            NaN   \n",
       "26   5f8f9863f6d1ab58476f246a08u.jpg    8706847.0            NaN   \n",
       "27  63feb4168215c0586b782b5306u.jpeg          NaN          融资未公开   \n",
       "28   5fc838b87d6477448762618c01u.png          NaN          融资未公开   \n",
       "29   612de190d3d9672368b2f53b07u.png          NaN            已上市   \n",
       "30   5f8f98698dbe6273dcf8516008u.jpg   13501419.0            NaN   \n",
       "31   5f6560019d37de587979f2ff02u.png          NaN          融资未公开   \n",
       "32   5f8f986779c7cc70efbf36c008u.jpg   13393455.0            NaN   \n",
       "33   5f8fa3a6f6d1ab58476f322808u.png          NaN            NaN   \n",
       "34   60594891e67dd642e66167e607u.jpg          NaN            已上市   \n",
       "35   5f8f986bdfb13a7dee342f2108u.jpg    8382009.0            NaN   \n",
       "36   5f8f9863f6d1ab58476f246a08u.jpg   12334979.0            NaN   \n",
       "37   5779d5a645ce3fd9faec0cb504a.png    8774273.0             B轮   \n",
       "38   5f8f9863f6d1ab58476f246a08u.jpg    8773130.0            NaN   \n",
       "39   5f8f9866dfb13a7dee342f1808u.jpg   13306809.0            NaN   \n",
       "\n",
       "                      comp.compLogo       comp.compName  \\\n",
       "0   61b07937d0458d53c627567e02u.jpg               SHEIN   \n",
       "1   60e2fe0bf3df194a3c48adb502u.png           某大型健康产品公司   \n",
       "2   60e2fe0bf3df194a3c48adb502u.png             某专业服务公司   \n",
       "3   5bfe994374719df0ac9999a303a.png                 钱大妈   \n",
       "4   5bfea37574719d2aa34c8a5c03a.png    毕马威中国 KPMG China   \n",
       "5   60e2fe0bf3df194a3c48adb502u.png          某广州知名互联网公司   \n",
       "6   5cece8199fae687d437913a708u.png               Qinda   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png           某国内制药上市公司   \n",
       "8   60e2fe0bf3df194a3c48adb502u.png             新型互联网公司   \n",
       "9   60e2fe0bf3df194a3c48adb502u.png            某广州互联网公司   \n",
       "10  6094e88edf45a46a965afffc07u.png                中视信息   \n",
       "11  5f694f53f6d1ab58475e74fc06u.png                名创优品   \n",
       "12  636c552e47468d27846ca42408u.png       广州乐芙化妆品科技有限公司   \n",
       "13  60e2fe0bf3df194a3c48adb502u.png              出海服务公司   \n",
       "14  60e2fe0bf3df194a3c48adb502u.png             某电子商务公司   \n",
       "15  5bfea0c574719d2aa34c074f03a.png       李氏大药厂(香港)有限公司   \n",
       "16  5cf46371501544662c8b451c07u.png                树根互联   \n",
       "17  60e2fe0bf3df194a3c48adb502u.png             某广州知名公司   \n",
       "18  5b7d04f48e5016e5665c193104a.jpg       浩鲸云计算科技股份有限公司   \n",
       "19  64084e6b1e3e2e339e28622905u.png                菲亚兰德   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png            某贸易进出口公司   \n",
       "21  60e2fe0bf3df194a3c48adb502u.png               某知名公司   \n",
       "22  6441e2939228f46e07fd8da901u.png                朗臣医疗   \n",
       "23  5e72de2a37483e328d5dac9407u.jpg          美的集团企业数字平台   \n",
       "24  60f0012c66b5e17b60aa022905u.png                 一品红   \n",
       "25  61b07937d0458d53c627567e02u.jpg              广东蓝理建设   \n",
       "26  5c64c511261c45f22d50d39303u.png               SHEIN   \n",
       "27  60e2fe0bf3df194a3c48adb502u.png             某广州制药公司   \n",
       "28  60e2fe0bf3df194a3c48adb502u.png               某安防公司   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png          某广州大型互联网公司   \n",
       "30  61b07937d0458d53c627567e02u.jpg   一起赢(广东)数字音画传媒有限公司   \n",
       "31  60e2fe0bf3df194a3c48adb502u.png            大型上市食品企业   \n",
       "32  63da3c9d211aff1618cde20207u.png              恒鼎文化传媒   \n",
       "33  60e2fe0bf3df194a3c48adb502u.png               某知名公司   \n",
       "34  60e2fe0bf3df194a3c48adb502u.png        某广州计算机软件上市公司   \n",
       "35  5bfe978474719df0ac993ea303a.png  中讯邮电咨询设计院有限公司广东分公司   \n",
       "36  5f71b103dfb13a7dee27c76e01u.png        广州赫特信息技术有限公司   \n",
       "37  5eb647f24ff090104e46357203u.jpg           黑格智能 黑格科技   \n",
       "38  5ca1dec5261c454598fe601001u.png        广州嘉检医学检测有限公司   \n",
       "39  63a2a909b022af187d034ead05u.png     广州华银康医疗集团股份有限公司   \n",
       "\n",
       "                                   comp.link comp.compScale  comp.compIndustry  \n",
       "0    https://www.liepin.com/company/9808891/       10000人以上             专业技术服务  \n",
       "1                                        NaN     2000-5000人           食品/饮料/日化  \n",
       "2                                        NaN          1-49人             人力资源服务  \n",
       "3    https://www.liepin.com/company/8116383/    5000-10000人                新零售  \n",
       "4    https://www.liepin.com/company/8169921/    5000-10000人             专业技术服务  \n",
       "5                                        NaN       100-499人                互联网  \n",
       "6    https://www.liepin.com/company/7956379/       100-499人              机械/设备  \n",
       "7                                        NaN     2000-5000人                 制药  \n",
       "8                                        NaN       100-499人             互联网/电商  \n",
       "9                                        NaN       100-499人                互联网  \n",
       "10  https://www.liepin.com/company/12274147/       100-499人              计算机软件  \n",
       "11   https://www.liepin.com/company/8392675/     1000-2000人              批发/零售  \n",
       "12  https://www.liepin.com/company/13329179/          1-49人               电子商务  \n",
       "13                                       NaN       100-499人             互联网/电商  \n",
       "14                                       NaN       100-499人               电子商务  \n",
       "15   https://www.liepin.com/company/9510141/       500-999人                 制药  \n",
       "16   https://www.liepin.com/company/9393699/     1000-2000人               人工智能  \n",
       "17                                       NaN       500-999人              计算机软件  \n",
       "18   https://www.liepin.com/company/7939633/    5000-10000人              计算机软件  \n",
       "19  https://www.liepin.com/company/12561289/       500-999人              机械/设备  \n",
       "20                                       NaN          1-49人             贸易/进出口  \n",
       "21                                       NaN            NaN              批发/零售  \n",
       "22  https://www.liepin.com/company/13207877/         50-99人                 制药  \n",
       "23   https://www.liepin.com/company/8244054/       10000人以上              家具/家居  \n",
       "24   https://www.liepin.com/company/8788514/       500-999人                 制药  \n",
       "25  https://www.liepin.com/company/13352111/       500-999人            房地产开发经营  \n",
       "26   https://www.liepin.com/company/8706847/    5000-10000人                互联网  \n",
       "27                                       NaN       100-499人                 制药  \n",
       "28                                       NaN       100-499人               智能安防  \n",
       "29                                       NaN       10000人以上                互联网  \n",
       "30  https://www.liepin.com/company/13501419/          1-49人           广播/影视/录音  \n",
       "31                                       NaN       10000人以上           食品/饮料/日化  \n",
       "32  https://www.liepin.com/company/13393455/          1-49人              文化艺术业  \n",
       "33                                       NaN          1-49人             其他生活服务  \n",
       "34                                       NaN    5000-10000人              计算机软件  \n",
       "35   https://www.liepin.com/company/8382009/     1000-2000人               通信设备  \n",
       "36  https://www.liepin.com/company/12334979/       100-499人               电子商务  \n",
       "37   https://www.liepin.com/company/8774273/       500-999人              机械/设备  \n",
       "38   https://www.liepin.com/company/8773130/       100-499人               生物技术  \n",
       "39  https://www.liepin.com/company/13306809/    5000-10000人               医疗机构  \n",
       "\n",
       "[40 rows x 32 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:37.576645Z",
     "iopub.status.busy": "2023-05-31T12:46:37.575915Z",
     "iopub.status.idle": "2023-05-31T12:46:37.590549Z",
     "shell.execute_reply": "2023-05-31T12:46:37.589610Z",
     "shell.execute_reply.started": "2023-05-31T12:46:37.576610Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\r\n",
      "RangeIndex: 40 entries, 0 to 39\r\n",
      "Data columns (total 32 columns):\r\n",
      " #   Column                    Non-Null Count  Dtype  \r\n",
      "---  ------                    --------------  -----  \r\n",
      " 0   Unnamed: 0                40 non-null     int64  \r\n",
      " 1   dataInfo                  40 non-null     object \r\n",
      " 2   dataParams                40 non-null     object \r\n",
      " 3   job.labels                40 non-null     object \r\n",
      " 4   job.jobKind               40 non-null     int64  \r\n",
      " 5   job.jobId                 40 non-null     int64  \r\n",
      " 6   job.title                 40 non-null     object \r\n",
      " 7   job.refreshTime           40 non-null     int64  \r\n",
      " 8   job.salary                40 non-null     object \r\n",
      " 9   job.dq                    40 non-null     object \r\n",
      " 10  job.topJob                40 non-null     bool   \r\n",
      " 11  job.link                  40 non-null     object \r\n",
      " 12  job.pcOuterLink           0 non-null      float64\r\n",
      " 13  job.h5OuterLink           0 non-null      float64\r\n",
      " 14  job.requireWorkYears      40 non-null     object \r\n",
      " 15  job.advViewFlag           40 non-null     bool   \r\n",
      " 16  job.dataPromId            40 non-null     object \r\n",
      " 17  job.requireEduLevel       40 non-null     object \r\n",
      " 18  recruiter.imId            40 non-null     object \r\n",
      " 19  recruiter.imUserType      40 non-null     int64  \r\n",
      " 20  recruiter.chatted         40 non-null     bool   \r\n",
      " 21  recruiter.recruiterName   40 non-null     object \r\n",
      " 22  recruiter.recruiterTitle  32 non-null     object \r\n",
      " 23  recruiter.recruiterId     40 non-null     object \r\n",
      " 24  recruiter.recruiterPhoto  40 non-null     object \r\n",
      " 25  comp.compId               23 non-null     float64\r\n",
      " 26  comp.compStage            20 non-null     object \r\n",
      " 27  comp.compLogo             40 non-null     object \r\n",
      " 28  comp.compName             40 non-null     object \r\n",
      " 29  comp.link                 23 non-null     object \r\n",
      " 30  comp.compScale            39 non-null     object \r\n",
      " 31  comp.compIndustry         40 non-null     object \r\n",
      "dtypes: bool(3), float64(3), int64(5), object(21)\r\n",
      "memory usage: 9.3+ KB\r\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:39.968576Z",
     "iopub.status.busy": "2023-05-31T12:46:39.968034Z",
     "iopub.status.idle": "2023-05-31T12:46:39.998441Z",
     "shell.execute_reply": "2023-05-31T12:46:39.997478Z",
     "shell.execute_reply.started": "2023-05-31T12:46:39.968544Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['中台产品', '爬虫']</td>\n",
       "      <td>20211224210115</td>\n",
       "      <td>产品经理（B端）—热招 (MJ005394)</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>D轮</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...</td>\n",
       "      <td>20230531090621</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-23k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...</td>\n",
       "      <td>20230529075611</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某专业服务公司</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['新零售', '商品中心', '产品经理']</td>\n",
       "      <td>20230425163749</td>\n",
       "      <td>产品经理(商品方向) (MJ007121)</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>钱大妈</td>\n",
       "      <td>新零售</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品']</td>\n",
       "      <td>20230119094809</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>毕马威中国 KPMG China</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516104645</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230223174129</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qinda</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519165547</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...</td>\n",
       "      <td>20230509120628</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>A轮</td>\n",
       "      <td>新型互联网公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516102154</td>\n",
       "      <td>网约车供需调度产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230426171846</td>\n",
       "      <td>高级产品/硬件产品经理</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...</td>\n",
       "      <td>20230426112947</td>\n",
       "      <td>产品经理（积木）--TOP TOY</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>名创优品</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...</td>\n",
       "      <td>20230526175305</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>13-17k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州乐芙化妆品科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...</td>\n",
       "      <td>20230530094146</td>\n",
       "      <td>商业化产品经理（广告SDK）</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>出海服务公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...</td>\n",
       "      <td>20230529105914</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530104441</td>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...</td>\n",
       "      <td>20230522140947</td>\n",
       "      <td>可视化产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...</td>\n",
       "      <td>20230522215557</td>\n",
       "      <td>产品经理（工控主板）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>['AI产品', '机器学习', '业务化建模', '数据标注']</td>\n",
       "      <td>20230427113626</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-27k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']</td>\n",
       "      <td>20230515141901</td>\n",
       "      <td>IOT产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>菲亚兰德</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230505150600</td>\n",
       "      <td>品质PM</td>\n",
       "      <td>12-13k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...</td>\n",
       "      <td>20230502161251</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230531093622</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>朗臣医疗</td>\n",
       "      <td>制药</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525172552</td>\n",
       "      <td>产品经理（国际售后服务）</td>\n",
       "      <td>16-30k·15薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>美的集团企业数字平台</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230520143546</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>['产品策划']</td>\n",
       "      <td>20230412173745</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东蓝理建设</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>['供应链产品', 'ERP产品', '后台产品', 'to B']</td>\n",
       "      <td>20230201164533</td>\n",
       "      <td>高级产品经理（供应商关系管理方向） (MJ007490)</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>['策略产品', '产品规划', '市场调研']</td>\n",
       "      <td>20230529095449</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>22-23k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州制药公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230509083622</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...</td>\n",
       "      <td>20230530161432</td>\n",
       "      <td>风控产品经理（P7）</td>\n",
       "      <td>80-110k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']</td>\n",
       "      <td>20230518102540</td>\n",
       "      <td>AI产品经理岗</td>\n",
       "      <td>16-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一起赢(广东)数字音画传媒有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']</td>\n",
       "      <td>20230530094859</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>大型上市食品企业</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>['用户研究', '产品规划', '数据分析']</td>\n",
       "      <td>20230506163645</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...</td>\n",
       "      <td>20230505174416</td>\n",
       "      <td>穿戴甲产品经理</td>\n",
       "      <td>14-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>其他生活服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>['硬件产品', '智能硬件', '硬件系统集成', '教育行业']</td>\n",
       "      <td>20230530092848</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州赫特信息技术有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>['工具产品', '团队管理', '产品规划']</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>产品经理（分子诊断）</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州嘉检医学检测有限公司</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州华银康医疗集团股份有限公司</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           job.labels  job.refreshTime  \\\n",
       "0                                      ['中台产品', '爬虫']   20211224210115   \n",
       "1   ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...   20230531090621   \n",
       "2   ['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...   20230529075611   \n",
       "3                             ['新零售', '商品中心', '产品经理']   20230425163749   \n",
       "4                                            ['数据产品']   20230119094809   \n",
       "5   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...   20230516104645   \n",
       "6                                                  []   20230223174129   \n",
       "7                                                  []   20230519165547   \n",
       "8   ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...   20230509120628   \n",
       "9   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...   20230516102154   \n",
       "10                                                 []   20230426171846   \n",
       "11  ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...   20230426112947   \n",
       "12  ['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...   20230526175305   \n",
       "13  ['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...   20230530094146   \n",
       "14  ['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...   20230529105914   \n",
       "15                                                 []   20230530104441   \n",
       "16  ['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...   20230522140947   \n",
       "17  ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...   20230522215557   \n",
       "18                  ['AI产品', '机器学习', '业务化建模', '数据标注']   20230427113626   \n",
       "19             ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']   20230515141901   \n",
       "20                                                 []   20230505150600   \n",
       "21  ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...   20230502161251   \n",
       "22                                                 []   20230531093622   \n",
       "23                                                 []   20230525172552   \n",
       "24                                                 []   20230520143546   \n",
       "25                                           ['产品策划']   20230412173745   \n",
       "26                 ['供应链产品', 'ERP产品', '后台产品', 'to B']   20230201164533   \n",
       "27                           ['策略产品', '产品规划', '市场调研']   20230529095449   \n",
       "28                                                 []   20230509083622   \n",
       "29  ['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...   20230530161432   \n",
       "30               ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']   20230518102540   \n",
       "31  ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']   20230530094859   \n",
       "32                           ['用户研究', '产品规划', '数据分析']   20230506163645   \n",
       "33  ['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...   20230505174416   \n",
       "34                 ['硬件产品', '智能硬件', '硬件系统集成', '教育行业']   20230530092848   \n",
       "35  ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...   20230417164705   \n",
       "36  ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...   20221205091040   \n",
       "37                                                 []   20230302214354   \n",
       "38                           ['工具产品', '团队管理', '产品规划']   20230307091844   \n",
       "39  ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...   20230208172109   \n",
       "\n",
       "                       job.title  job.salary  job.dq  job.topJob  \\\n",
       "0         产品经理（B端）—热招 (MJ005394)      20-30k  广州-番禺区       False   \n",
       "1                       AI应用产品经理  18-23k·15薪  广州-白云区       False   \n",
       "2                         软件产品经理  20-35k·16薪      广州       False   \n",
       "3          产品经理(商品方向) (MJ007121)  20-30k·13薪  广州-海珠区       False   \n",
       "4                         数据产品经理  30-55k·13薪  广州-南沙区       False   \n",
       "5                           产品经理  20-40k·15薪      广州       False   \n",
       "6                           产品经理  20-35k·13薪  广州-天河区       False   \n",
       "7                           产品经理      15-20k      广州       False   \n",
       "8                         高级产品经理  30-50k·15薪  广州-海珠区       False   \n",
       "9                    网约车供需调度产品经理      20-40k      广州       False   \n",
       "10                   高级产品/硬件产品经理      25-30k      广州       False   \n",
       "11             产品经理（积木）--TOP TOY  10-15k·13薪  广州-海珠区       False   \n",
       "12                       ERP产品经理  13-17k·13薪  广州-天河区       False   \n",
       "13                商业化产品经理（广告SDK）  25-50k·15薪      广州       False   \n",
       "14                        电商产品经理      18-35k      广州       False   \n",
       "15                       产品经理-肿瘤      20-35k  广州-荔湾区       False   \n",
       "16                       可视化产品经理      20-40k      广州       False   \n",
       "17                    产品经理（工控主板）      15-25k      广州       False   \n",
       "18                          产品经理      15-27k  广州-番禺区       False   \n",
       "19                       IOT产品经理      15-20k  广州-越秀区       False   \n",
       "20                          品质PM  12-13k·13薪      广州       False   \n",
       "21                   B端产品经理（CRM）      30-50k  广州-天河区       False   \n",
       "22                        医药产品经理      15-30k  广州-天河区       False   \n",
       "23                  产品经理（国际售后服务）  16-30k·15薪  广州-番禺区       False   \n",
       "24                          产品经理      25-35k      广州       False   \n",
       "25                     文创产品经理/主管       8-15k  广州-海珠区       False   \n",
       "26  高级产品经理（供应商关系管理方向） (MJ007490)  20-35k·14薪  广州-番禺区       False   \n",
       "27                          产品经理      22-23k      广州       False   \n",
       "28                          产品经理      15-20k      广州       False   \n",
       "29                    风控产品经理（P7）     80-110k  广州-海珠区       False   \n",
       "30                       AI产品经理岗      16-22k  广州-天河区       False   \n",
       "31                          产品经理  18-30k·13薪      广州       False   \n",
       "32                     文创产品经理/主管       8-12k  广州-海珠区       False   \n",
       "33                       穿戴甲产品经理      14-25k  广州-海珠区       False   \n",
       "34                          产品经理      30-60k      广州       False   \n",
       "35                    云网产品经理（部门）      10-20k  广州-天河区       False   \n",
       "36                        高级产品经理  30-40k·13薪  广州-白云区       False   \n",
       "37                      高级硬件产品经理  20-35k·13薪  广州-黄埔区       False   \n",
       "38                    产品经理（分子诊断）      16-25k  广州-海珠区       False   \n",
       "39                          产品经理   8-12k·13薪  广州-白云区       False   \n",
       "\n",
       "   job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       "0                  1-3年                  本科             D轮   \n",
       "1                  3-5年                统招本科          融资未公开   \n",
       "2                  经验不限               本科及以上            NaN   \n",
       "3                  3-5年                  本科            NaN   \n",
       "4                  3-5年                  本科            NaN   \n",
       "5                  3-5年                统招本科          融资未公开   \n",
       "6                 5-10年                  本科            NaN   \n",
       "7                  经验不限               本科及以上            已上市   \n",
       "8                  3-5年               本科及以上             A轮   \n",
       "9                  3-5年                统招本科          融资未公开   \n",
       "10                 3-5年                  本科          融资未公开   \n",
       "11                 3-5年                统招本科            NaN   \n",
       "12                 3-5年                  大专            NaN   \n",
       "13                5-10年                统招本科             B轮   \n",
       "14                5-10年               大专及以上          融资未公开   \n",
       "15                 3-5年                  本科            NaN   \n",
       "16                 3-5年                  本科             C轮   \n",
       "17                 3-5年               大专及以上          融资未公开   \n",
       "18                5-10年                统招本科            NaN   \n",
       "19                 3-5年                  本科            NaN   \n",
       "20                 3-5年               大专及以上          融资未公开   \n",
       "21                5-10年                统招本科            NaN   \n",
       "22                 3-5年                  本科          融资未公开   \n",
       "23                5-10年                统招本科            NaN   \n",
       "24                5-10年                  本科         沪深A股上市   \n",
       "25                 3-5年                  大专            NaN   \n",
       "26                5-10年                  本科            NaN   \n",
       "27                 3-5年                统招本科          融资未公开   \n",
       "28                 3-5年               本科及以上          融资未公开   \n",
       "29                5-10年                统招本科            已上市   \n",
       "30                5-10年                  本科            NaN   \n",
       "31                5-10年               本科及以上          融资未公开   \n",
       "32                 3-5年                  大专            NaN   \n",
       "33                5-10年               大专及以上            NaN   \n",
       "34                 经验不限                统招本科            已上市   \n",
       "35                 3-5年                  本科            NaN   \n",
       "36                 3-5年                统招本科            NaN   \n",
       "37                5-10年                  本科             B轮   \n",
       "38                 3-5年                  硕士            NaN   \n",
       "39                 1-3年                  本科            NaN   \n",
       "\n",
       "         comp.compName comp.compIndustry comp.compScale  \n",
       "0                SHEIN            专业技术服务       10000人以上  \n",
       "1            某大型健康产品公司          食品/饮料/日化     2000-5000人  \n",
       "2              某专业服务公司            人力资源服务          1-49人  \n",
       "3                  钱大妈               新零售    5000-10000人  \n",
       "4     毕马威中国 KPMG China            专业技术服务    5000-10000人  \n",
       "5           某广州知名互联网公司               互联网       100-499人  \n",
       "6                Qinda             机械/设备       100-499人  \n",
       "7            某国内制药上市公司                制药     2000-5000人  \n",
       "8              新型互联网公司            互联网/电商       100-499人  \n",
       "9             某广州互联网公司               互联网       100-499人  \n",
       "10                中视信息             计算机软件       100-499人  \n",
       "11                名创优品             批发/零售     1000-2000人  \n",
       "12       广州乐芙化妆品科技有限公司              电子商务          1-49人  \n",
       "13              出海服务公司            互联网/电商       100-499人  \n",
       "14             某电子商务公司              电子商务       100-499人  \n",
       "15       李氏大药厂(香港)有限公司                制药       500-999人  \n",
       "16                树根互联              人工智能     1000-2000人  \n",
       "17             某广州知名公司             计算机软件       500-999人  \n",
       "18       浩鲸云计算科技股份有限公司             计算机软件    5000-10000人  \n",
       "19                菲亚兰德             机械/设备       500-999人  \n",
       "20            某贸易进出口公司            贸易/进出口          1-49人  \n",
       "21               某知名公司             批发/零售            NaN  \n",
       "22                朗臣医疗                制药         50-99人  \n",
       "23          美的集团企业数字平台             家具/家居       10000人以上  \n",
       "24                 一品红                制药       500-999人  \n",
       "25              广东蓝理建设           房地产开发经营       500-999人  \n",
       "26               SHEIN               互联网    5000-10000人  \n",
       "27             某广州制药公司                制药       100-499人  \n",
       "28               某安防公司              智能安防       100-499人  \n",
       "29          某广州大型互联网公司               互联网       10000人以上  \n",
       "30   一起赢(广东)数字音画传媒有限公司          广播/影视/录音          1-49人  \n",
       "31            大型上市食品企业          食品/饮料/日化       10000人以上  \n",
       "32              恒鼎文化传媒             文化艺术业          1-49人  \n",
       "33               某知名公司            其他生活服务          1-49人  \n",
       "34        某广州计算机软件上市公司             计算机软件    5000-10000人  \n",
       "35  中讯邮电咨询设计院有限公司广东分公司              通信设备     1000-2000人  \n",
       "36        广州赫特信息技术有限公司              电子商务       100-499人  \n",
       "37           黑格智能 黑格科技             机械/设备       500-999人  \n",
       "38        广州嘉检医学检测有限公司              生物技术       100-499人  \n",
       "39     广州华银康医疗集团股份有限公司              医疗机构    5000-10000人  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:42.059181Z",
     "iopub.status.busy": "2023-05-31T12:46:42.058605Z",
     "iopub.status.idle": "2023-05-31T12:46:42.066542Z",
     "shell.execute_reply": "2023-05-31T12:46:42.065799Z",
     "shell.execute_reply.started": "2023-05-31T12:46:42.059148Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        15\n",
       "广州-海珠区     8\n",
       "广州-天河区     6\n",
       "广州-番禺区     4\n",
       "广州-白云区     3\n",
       "广州-荔湾区     1\n",
       "广州-越秀区     1\n",
       "广州-黄埔区     1\n",
       "广州-南沙区     1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:42.749023Z",
     "iopub.status.busy": "2023-05-31T12:46:42.748471Z",
     "iopub.status.idle": "2023-05-31T12:46:42.756331Z",
     "shell.execute_reply": "2023-05-31T12:46:42.755602Z",
     "shell.execute_reply.started": "2023-05-31T12:46:42.748992Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['海珠区', '天河区', '番禺区', '白云区', '荔湾区', '越秀区', '黄埔区', '南沙区']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:43.654049Z",
     "iopub.status.busy": "2023-05-31T12:46:43.653458Z",
     "iopub.status.idle": "2023-05-31T12:46:43.660976Z",
     "shell.execute_reply": "2023-05-31T12:46:43.660262Z",
     "shell.execute_reply.started": "2023-05-31T12:46:43.654007Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[8, 6, 4, 3, 1, 1, 1, 1]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:45.262593Z",
     "iopub.status.busy": "2023-05-31T12:46:45.262010Z",
     "iopub.status.idle": "2023-05-31T12:46:48.098599Z",
     "shell.execute_reply": "2023-05-31T12:46:48.097205Z",
     "shell.execute_reply.started": "2023-05-31T12:46:45.262562Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\r\n",
      "Requirement already satisfied: pyecharts in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (2.0.3)\r\n",
      "Requirement already satisfied: jinja2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pyecharts) (3.0.0)\r\n",
      "Requirement already satisfied: prettytable in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pyecharts) (0.7.2)\r\n",
      "Requirement already satisfied: simplejson in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pyecharts) (3.19.1)\r\n",
      "Requirement already satisfied: MarkupSafe>=2.0.0rc2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from jinja2->pyecharts) (2.0.1)\r\n",
      "\r\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.1.2\u001b[0m\r\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n",
      "Note: you may need to restart the kernel to use updated packages.\r\n"
     ]
    }
   ],
   "source": [
    "pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:48.119036Z",
     "iopub.status.busy": "2023-05-31T12:46:48.118708Z",
     "iopub.status.idle": "2023-05-31T12:46:48.302915Z",
     "shell.execute_reply": "2023-05-31T12:46:48.302055Z",
     "shell.execute_reply.started": "2023-05-31T12:46:48.119004Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"187c624657614622859d063a8c9d4586\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_187c624657614622859d063a8c9d4586 = echarts.init(\n",
       "                    document.getElementById('187c624657614622859d063a8c9d4586'), 'white', {renderer: 'canvas'});\n",
       "                var option_187c624657614622859d063a8c9d4586 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 1\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_187c624657614622859d063a8c9d4586.setOption(option_187c624657614622859d063a8c9d4586);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fa359569110>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 职位分布\n",
    "\n",
    "* 知识点：dataframe字符串处理\n",
    "> 1. [pandas.series.str](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:49.294968Z",
     "iopub.status.busy": "2023-05-31T12:46:49.294305Z",
     "iopub.status.idle": "2023-05-31T12:46:49.304977Z",
     "shell.execute_reply": "2023-05-31T12:46:49.303957Z",
     "shell.execute_reply.started": "2023-05-31T12:46:49.294932Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        产品经理\n",
       "11       产品经理\n",
       "13    商业化产品经理\n",
       "17       产品经理\n",
       "21     B端产品经理\n",
       "23       产品经理\n",
       "26     高级产品经理\n",
       "29     风控产品经理\n",
       "35     云网产品经理\n",
       "38       产品经理\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_PM_gz['job.title'][df_PM_gz['job.title'].str.contains('（')].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:50.665870Z",
     "iopub.status.busy": "2023-05-31T12:46:50.664831Z",
     "iopub.status.idle": "2023-05-31T12:46:50.674828Z",
     "shell.execute_reply": "2023-05-31T12:46:50.673865Z",
     "shell.execute_reply.started": "2023-05-31T12:46:50.665826Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                            10\n",
       "文创产品经理/主管                        2\n",
       "高级产品经理                           2\n",
       "可视化产品经理                          1\n",
       "产品经理（工控主板）                       1\n",
       "AI应用产品经理                         1\n",
       "产品经理（B端）—热招 (MJ005394)           1\n",
       "网约车供需调度产品经理                      1\n",
       "穿戴甲产品经理                          1\n",
       "产品经理-肿瘤                          1\n",
       "产品经理（国际售后服务）                     1\n",
       "风控产品经理（P7）                       1\n",
       "产品经理（分子诊断）                       1\n",
       "IOT产品经理                          1\n",
       "医药产品经理                           1\n",
       "ERP产品经理                          1\n",
       "电商产品经理                           1\n",
       "高级产品经理（供应商关系管理方向） (MJ007490)     1\n",
       "云网产品经理（部门）                       1\n",
       "B端产品经理（CRM）                      1\n",
       "产品经理（积木）--TOP TOY                1\n",
       "软件产品经理                           1\n",
       "高级硬件产品经理                         1\n",
       "品质PM                             1\n",
       "AI产品经理岗                          1\n",
       "高级产品/硬件产品经理                      1\n",
       "商业化产品经理（广告SDK）                   1\n",
       "数据产品经理                           1\n",
       "产品经理(商品方向) (MJ007121)            1\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:51.769347Z",
     "iopub.status.busy": "2023-05-31T12:46:51.768691Z",
     "iopub.status.idle": "2023-05-31T12:46:51.778833Z",
     "shell.execute_reply": "2023-05-31T12:46:51.777970Z",
     "shell.execute_reply.started": "2023-05-31T12:46:51.769311Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理           16\n",
       "高级产品经理          3\n",
       "文创产品经理          2\n",
       "可视化产品经理         1\n",
       "产品经理-肿瘤         1\n",
       "AI应用产品经理        1\n",
       "B端产品经理          1\n",
       "品质PM            1\n",
       "网约车供需调度产品经理     1\n",
       "穿戴甲产品经理         1\n",
       "云网产品经理          1\n",
       "软件产品经理          1\n",
       "医药产品经理          1\n",
       "ERP产品经理         1\n",
       "风控产品经理          1\n",
       "IOT产品经理         1\n",
       "数据产品经理          1\n",
       "商业化产品经理         1\n",
       "AI产品经理岗         1\n",
       "电商产品经理          1\n",
       "高级产品            1\n",
       "高级硬件产品经理        1\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:52.879020Z",
     "iopub.status.busy": "2023-05-31T12:46:52.878471Z",
     "iopub.status.idle": "2023-05-31T12:46:52.885801Z",
     "shell.execute_reply": "2023-05-31T12:46:52.885062Z",
     "shell.execute_reply.started": "2023-05-31T12:46:52.878989Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('高级产品经理', 3),\n",
       " ('文创产品经理', 2),\n",
       " ('可视化产品经理', 1),\n",
       " ('产品经理-肿瘤', 1),\n",
       " ('AI应用产品经理', 1),\n",
       " ('B端产品经理', 1),\n",
       " ('品质PM', 1),\n",
       " ('网约车供需调度产品经理', 1),\n",
       " ('穿戴甲产品经理', 1),\n",
       " ('云网产品经理', 1),\n",
       " ('软件产品经理', 1),\n",
       " ('医药产品经理', 1),\n",
       " ('ERP产品经理', 1),\n",
       " ('风控产品经理', 1),\n",
       " ('IOT产品经理', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('商业化产品经理', 1),\n",
       " ('AI产品经理岗', 1),\n",
       " ('电商产品经理', 1),\n",
       " ('高级产品', 1),\n",
       " ('高级硬件产品经理', 1)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(df_job_title.index.tolist()[i],df_job_title.values.tolist()[i]) for i in range (1,len(df_job_title.index.tolist()))]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:46:58.511550Z",
     "iopub.status.busy": "2023-05-31T12:46:58.510877Z",
     "iopub.status.idle": "2023-05-31T12:46:58.523247Z",
     "shell.execute_reply": "2023-05-31T12:46:58.522422Z",
     "shell.execute_reply.started": "2023-05-31T12:46:58.511512Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render(\"title_wordcloud_diamond.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# job.labels\n",
    "* 目标：统计labels 的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:00.568863Z",
     "iopub.status.busy": "2023-05-31T12:47:00.568213Z",
     "iopub.status.idle": "2023-05-31T12:47:00.575944Z",
     "shell.execute_reply": "2023-05-31T12:47:00.575222Z",
     "shell.execute_reply.started": "2023-05-31T12:47:00.568830Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                        ['中台产品', '爬虫']\n",
       "1     ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...\n",
       "2     ['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...\n",
       "3                               ['新零售', '商品中心', '产品经理']\n",
       "4                                              ['数据产品']\n",
       "5     ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...\n",
       "6                                                    []\n",
       "7                                                    []\n",
       "8     ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...\n",
       "9     ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...\n",
       "10                                                   []\n",
       "11    ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...\n",
       "12    ['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...\n",
       "13    ['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...\n",
       "14    ['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...\n",
       "15                                                   []\n",
       "16    ['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...\n",
       "17    ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...\n",
       "18                    ['AI产品', '机器学习', '业务化建模', '数据标注']\n",
       "19               ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\n",
       "20                                                   []\n",
       "21    ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...\n",
       "22                                                   []\n",
       "23                                                   []\n",
       "24                                                   []\n",
       "25                                             ['产品策划']\n",
       "26                   ['供应链产品', 'ERP产品', '后台产品', 'to B']\n",
       "27                             ['策略产品', '产品规划', '市场调研']\n",
       "28                                                   []\n",
       "29    ['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...\n",
       "30                 ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\n",
       "31    ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\n",
       "32                             ['用户研究', '产品规划', '数据分析']\n",
       "33    ['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...\n",
       "34                   ['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\n",
       "35    ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...\n",
       "36    ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...\n",
       "37                                                   []\n",
       "38                             ['工具产品', '团队管理', '产品规划']\n",
       "39    ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...\n",
       "Name: job.labels, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:01.890494Z",
     "iopub.status.busy": "2023-05-31T12:47:01.889832Z",
     "iopub.status.idle": "2023-05-31T12:47:01.897171Z",
     "shell.execute_reply": "2023-05-31T12:47:01.896385Z",
     "shell.execute_reply.started": "2023-05-31T12:47:01.890461Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['中台产品', '爬虫']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['数据产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', '[]',\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', \"['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']\",\n",
       "       \"['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['AI产品', '机器学习', '业务化建模', '数据标注']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]', '[]', '[]', \"['产品策划']\", \"['供应链产品', 'ERP产品', '后台产品', 'to B']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\", '[]',\n",
       "       \"['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\",\n",
       "       \"['用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\",\n",
       "       \"['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']\",\n",
       "       \"['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']\",\n",
       "       '[]', \"['工具产品', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:02.790242Z",
     "iopub.status.busy": "2023-05-31T12:47:02.789572Z",
     "iopub.status.idle": "2023-05-31T12:47:02.797646Z",
     "shell.execute_reply": "2023-05-31T12:47:02.796785Z",
     "shell.execute_reply.started": "2023-05-31T12:47:02.790207Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['中台产品', '爬虫']),\n",
       "       list(['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']),\n",
       "       list(['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']),\n",
       "       list(['新零售', '商品中心', '产品经理']), list(['数据产品']),\n",
       "       list(['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']),\n",
       "       list([]), list([]),\n",
       "       list(['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']),\n",
       "       list(['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']),\n",
       "       list([]),\n",
       "       list(['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']),\n",
       "       list(['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']),\n",
       "       list(['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']),\n",
       "       list(['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']),\n",
       "       list([]),\n",
       "       list(['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']),\n",
       "       list(['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']),\n",
       "       list(['AI产品', '机器学习', '业务化建模', '数据标注']),\n",
       "       list(['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']), list([]),\n",
       "       list(['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']),\n",
       "       list([]), list([]), list([]), list(['产品策划']),\n",
       "       list(['供应链产品', 'ERP产品', '后台产品', 'to B']),\n",
       "       list(['策略产品', '产品规划', '市场调研']), list([]),\n",
       "       list(['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']),\n",
       "       list(['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']),\n",
       "       list(['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']),\n",
       "       list(['用户研究', '产品规划', '数据分析']),\n",
       "       list(['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']),\n",
       "       list(['硬件产品', '智能硬件', '硬件系统集成', '教育行业']),\n",
       "       list(['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']),\n",
       "       list(['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']),\n",
       "       list([]), list(['工具产品', '团队管理', '产品规划']),\n",
       "       list(['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure'])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:05.007435Z",
     "iopub.status.busy": "2023-05-31T12:47:05.006063Z",
     "iopub.status.idle": "2023-05-31T12:47:05.017735Z",
     "shell.execute_reply": "2023-05-31T12:47:05.016866Z",
     "shell.execute_reply.started": "2023-05-31T12:47:05.007386Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['中台产品', '爬虫'],\n",
       " ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划'],\n",
       " ['数据产品',\n",
       "  '计算机软件',\n",
       "  '企业服务',\n",
       "  '产品设计',\n",
       "  '竞品分析',\n",
       "  '原型设计',\n",
       "  '用户研究',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '数据分析'],\n",
       " ['新零售', '商品中心', '产品经理'],\n",
       " ['数据产品'],\n",
       " ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析'],\n",
       " [],\n",
       " [],\n",
       " ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究'],\n",
       " ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析'],\n",
       " [],\n",
       " ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品'],\n",
       " ['ERP产品',\n",
       "  '工具产品',\n",
       "  'ERP系统',\n",
       "  'IT互联网',\n",
       "  '贸易/进出口',\n",
       "  '消费品',\n",
       "  '产品设计',\n",
       "  '产品优化',\n",
       "  '产品规划',\n",
       "  '需求分析'],\n",
       " ['广告产品',\n",
       "  '商业产品',\n",
       "  '策略产品',\n",
       "  '广告行业',\n",
       "  '广告营销',\n",
       "  '旅游行业',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '产品优化',\n",
       "  '数据分析'],\n",
       " ['产品规划',\n",
       "  '电商产品',\n",
       "  '供应链产品',\n",
       "  'CRM产品',\n",
       "  'ERP产品',\n",
       "  '电子商务',\n",
       "  '家电行业',\n",
       "  '消费品',\n",
       "  '批发/零售',\n",
       "  'to C'],\n",
       " [],\n",
       " ['数据产品',\n",
       "  '平台产品',\n",
       "  '工具产品',\n",
       "  '人工智能',\n",
       "  '产品设计',\n",
       "  'Axure',\n",
       "  '流程设计',\n",
       "  'Visio',\n",
       "  '墨刀',\n",
       "  '产品规划'],\n",
       " ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理'],\n",
       " ['AI产品', '机器学习', '业务化建模', '数据标注'],\n",
       " ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT'],\n",
       " [],\n",
       " ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['产品策划'],\n",
       " ['供应链产品', 'ERP产品', '后台产品', 'to B'],\n",
       " ['策略产品', '产品规划', '市场调研'],\n",
       " [],\n",
       " ['风控产品',\n",
       "  '安全产品',\n",
       "  '工具产品',\n",
       "  '内容产品',\n",
       "  '平台产品',\n",
       "  '策略产品',\n",
       "  '电商产品',\n",
       "  '电子商务',\n",
       "  '安保行业',\n",
       "  'IT互联网'],\n",
       " ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析'],\n",
       " ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划'],\n",
       " ['用户研究', '产品规划', '数据分析'],\n",
       " ['产品包装',\n",
       "  '产品测试',\n",
       "  '产品卖点',\n",
       "  '渠道管理',\n",
       "  '产品管理',\n",
       "  '产品库存',\n",
       "  '竞品分析',\n",
       "  '产品规划',\n",
       "  '包装规划',\n",
       "  '新品开发'],\n",
       " ['硬件产品', '智能硬件', '硬件系统集成', '教育行业'],\n",
       " ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理'],\n",
       " ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计'],\n",
       " [],\n",
       " ['工具产品', '团队管理', '产品规划'],\n",
       " ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:06.501754Z",
     "iopub.status.busy": "2023-05-31T12:47:06.500445Z",
     "iopub.status.idle": "2023-05-31T12:47:06.512528Z",
     "shell.execute_reply": "2023-05-31T12:47:06.511670Z",
     "shell.execute_reply.started": "2023-05-31T12:47:06.501709Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['中台产品',\n",
       " '爬虫',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '推荐产品',\n",
       " '策略产品',\n",
       " '工具产品',\n",
       " '人工智能',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " '企业服务',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '原型设计',\n",
       " '用户研究',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '新零售',\n",
       " '商品中心',\n",
       " '产品经理',\n",
       " '数据产品',\n",
       " '调度策略产品',\n",
       " '交通/运输/物流',\n",
       " '物流快递',\n",
       " 'O2O',\n",
       " '需求挖掘',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '财务产品',\n",
       " '数据产品',\n",
       " '交易产品',\n",
       " '电子商务',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '调度策略产品',\n",
       " '交通/运输/物流',\n",
       " '物流快递',\n",
       " 'O2O',\n",
       " '需求挖掘',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '产品经理',\n",
       " '积木',\n",
       " '玩具',\n",
       " '潮玩',\n",
       " '产品企划',\n",
       " '市场分析',\n",
       " '产品规划',\n",
       " '爆品',\n",
       " 'ERP产品',\n",
       " '工具产品',\n",
       " 'ERP系统',\n",
       " 'IT互联网',\n",
       " '贸易/进出口',\n",
       " '消费品',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '广告产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '广告行业',\n",
       " '广告营销',\n",
       " '旅游行业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '数据分析',\n",
       " '产品规划',\n",
       " '电商产品',\n",
       " '供应链产品',\n",
       " 'CRM产品',\n",
       " 'ERP产品',\n",
       " '电子商务',\n",
       " '家电行业',\n",
       " '消费品',\n",
       " '批发/零售',\n",
       " 'to C',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '工具产品',\n",
       " '人工智能',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '流程设计',\n",
       " 'Visio',\n",
       " '墨刀',\n",
       " '产品规划',\n",
       " '硬件产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '硬件系统集成',\n",
       " '用户研究',\n",
       " '竞品分析',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '团队管理',\n",
       " 'AI产品',\n",
       " '机器学习',\n",
       " '业务化建模',\n",
       " '数据标注',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '物联网',\n",
       " 'IOT',\n",
       " 'AIOT',\n",
       " '需求分析',\n",
       " '产品经理',\n",
       " 'CRM产品',\n",
       " 'CRM系统',\n",
       " 'B端产品',\n",
       " '客户关系管理系统',\n",
       " '经销渠道管理',\n",
       " '产品策划',\n",
       " '供应链产品',\n",
       " 'ERP产品',\n",
       " '后台产品',\n",
       " 'to B',\n",
       " '策略产品',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '风控产品',\n",
       " '安全产品',\n",
       " '工具产品',\n",
       " '内容产品',\n",
       " '平台产品',\n",
       " '策略产品',\n",
       " '电商产品',\n",
       " '电子商务',\n",
       " '安保行业',\n",
       " 'IT互联网',\n",
       " 'AI人工智能产品',\n",
       " '硬件产品',\n",
       " '智能硬件',\n",
       " '竞品分析',\n",
       " '休闲食品',\n",
       " '新品上市',\n",
       " '市场调研',\n",
       " '渠道分析',\n",
       " '消费者研究',\n",
       " '活动策划',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '产品包装',\n",
       " '产品测试',\n",
       " '产品卖点',\n",
       " '渠道管理',\n",
       " '产品管理',\n",
       " '产品库存',\n",
       " '竞品分析',\n",
       " '产品规划',\n",
       " '包装规划',\n",
       " '新品开发',\n",
       " '硬件产品',\n",
       " '智能硬件',\n",
       " '硬件系统集成',\n",
       " '教育行业',\n",
       " '工具产品',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '需求管理',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " '需求确认',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '架构设计',\n",
       " '供应链产品',\n",
       " '中台产品',\n",
       " '产品规划',\n",
       " '电子商务',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '流程设计',\n",
       " '工具产品',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " 'Xmind',\n",
       " 'Visio',\n",
       " 'Axure']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "PM_labels_list = [j for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist() for j in i]\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:08.090129Z",
     "iopub.status.busy": "2023-05-31T12:47:08.089489Z",
     "iopub.status.idle": "2023-05-31T12:47:08.099513Z",
     "shell.execute_reply": "2023-05-31T12:47:08.098708Z",
     "shell.execute_reply.started": "2023-05-31T12:47:08.090096Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('渠道分析', 1),\n",
       " ('产品经理', 3),\n",
       " ('包装规划', 1),\n",
       " ('IOT', 1),\n",
       " ('产品库存', 1),\n",
       " ('物流快递', 2),\n",
       " ('O2O', 2),\n",
       " ('新零售', 1),\n",
       " ('机器学习', 1),\n",
       " ('爆品', 1),\n",
       " ('需求挖掘', 2),\n",
       " ('流程设计', 3),\n",
       " ('批发/零售', 1),\n",
       " ('财务产品', 1),\n",
       " ('玩具', 1),\n",
       " ('Visio', 2),\n",
       " ('架构设计', 1),\n",
       " ('新品上市', 1),\n",
       " ('新品开发', 1),\n",
       " ('物联网', 1),\n",
       " ('B端产品', 1),\n",
       " ('产品策划', 1),\n",
       " ('企业服务', 1),\n",
       " ('广告行业', 1),\n",
       " ('产品包装', 1),\n",
       " ('需求分析', 6),\n",
       " ('Xmind', 1),\n",
       " ('贸易/进出口', 1),\n",
       " ('旅游行业', 1),\n",
       " ('电商产品', 2),\n",
       " ('AI人工智能产品', 2),\n",
       " ('经销渠道管理', 1),\n",
       " ('智能硬件', 2),\n",
       " ('安全产品', 1),\n",
       " ('人工智能', 2),\n",
       " ('调度策略产品', 2),\n",
       " ('AIOT', 1),\n",
       " ('交易产品', 1),\n",
       " ('to B', 2),\n",
       " ('产品优化', 2),\n",
       " ('ERP产品', 3),\n",
       " ('消费者研究', 1),\n",
       " ('渠道管理', 1),\n",
       " ('数据标注', 1),\n",
       " ('推荐产品', 1),\n",
       " ('AI产品', 1),\n",
       " ('家电行业', 1),\n",
       " ('电子商务', 4),\n",
       " ('IT互联网', 2),\n",
       " ('市场分析', 1),\n",
       " ('休闲食品', 1),\n",
       " ('产品卖点', 1),\n",
       " ('产品设计', 10),\n",
       " ('竞品分析', 4),\n",
       " ('消费品', 2),\n",
       " ('爬虫', 1),\n",
       " ('to C', 1),\n",
       " ('供应链产品', 3),\n",
       " ('计算机软件', 1),\n",
       " ('硬件产品', 3),\n",
       " ('工具产品', 6),\n",
       " ('数据产品', 5),\n",
       " ('策略产品', 5),\n",
       " ('需求管理', 1),\n",
       " ('潮玩', 1),\n",
       " ('教育行业', 1),\n",
       " ('用户研究', 5),\n",
       " ('后台产品', 1),\n",
       " ('商品中心', 1),\n",
       " ('CRM产品', 2),\n",
       " ('需求确认', 1),\n",
       " ('硬件系统集成', 2),\n",
       " ('客户关系管理系统', 1),\n",
       " ('墨刀', 1),\n",
       " ('交通/运输/物流', 2),\n",
       " ('产品规划', 15),\n",
       " ('原型设计', 3),\n",
       " ('广告产品', 1),\n",
       " ('活动策划', 1),\n",
       " ('数据分析', 5),\n",
       " ('市场调研', 3),\n",
       " ('产品管理', 1),\n",
       " ('业务化建模', 1),\n",
       " ('产品企划', 1),\n",
       " ('内容产品', 1),\n",
       " ('风控产品', 1),\n",
       " ('CRM系统', 1),\n",
       " ('产品测试', 1),\n",
       " ('商业产品', 2),\n",
       " ('积木', 1),\n",
       " ('Axure', 2),\n",
       " ('安保行业', 1),\n",
       " ('平台产品', 2),\n",
       " ('中台产品', 2),\n",
       " ('ERP系统', 1),\n",
       " ('团队管理', 5),\n",
       " ('广告营销', 1)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\n",
    "[(i,PM_labels_list.count(i)) for i in set(PM_labels_list)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:09.636514Z",
     "iopub.status.busy": "2023-05-31T12:47:09.635693Z",
     "iopub.status.idle": "2023-05-31T12:47:09.649754Z",
     "shell.execute_reply": "2023-05-31T12:47:09.648754Z",
     "shell.execute_reply.started": "2023-05-31T12:47:09.636465Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('渠道分析', 1),\n",
       " ('产品经理', 3),\n",
       " ('包装规划', 1),\n",
       " ('IOT', 1),\n",
       " ('产品库存', 1),\n",
       " ('物流快递', 2),\n",
       " ('O2O', 2),\n",
       " ('新零售', 1),\n",
       " ('机器学习', 1),\n",
       " ('爆品', 1),\n",
       " ('需求挖掘', 2),\n",
       " ('流程设计', 3),\n",
       " ('批发/零售', 1),\n",
       " ('财务产品', 1),\n",
       " ('玩具', 1),\n",
       " ('Visio', 2),\n",
       " ('架构设计', 1),\n",
       " ('新品上市', 1),\n",
       " ('新品开发', 1),\n",
       " ('物联网', 1),\n",
       " ('B端产品', 1),\n",
       " ('产品策划', 1),\n",
       " ('企业服务', 1),\n",
       " ('广告行业', 1),\n",
       " ('产品包装', 1),\n",
       " ('需求分析', 6),\n",
       " ('Xmind', 1),\n",
       " ('贸易/进出口', 1),\n",
       " ('旅游行业', 1),\n",
       " ('电商产品', 2),\n",
       " ('AI人工智能产品', 2),\n",
       " ('经销渠道管理', 1),\n",
       " ('智能硬件', 2),\n",
       " ('安全产品', 1),\n",
       " ('人工智能', 2),\n",
       " ('调度策略产品', 2),\n",
       " ('AIOT', 1),\n",
       " ('交易产品', 1),\n",
       " ('to B', 2),\n",
       " ('产品优化', 2),\n",
       " ('ERP产品', 3),\n",
       " ('消费者研究', 1),\n",
       " ('渠道管理', 1),\n",
       " ('数据标注', 1),\n",
       " ('推荐产品', 1),\n",
       " ('AI产品', 1),\n",
       " ('家电行业', 1),\n",
       " ('电子商务', 4),\n",
       " ('IT互联网', 2),\n",
       " ('市场分析', 1),\n",
       " ('休闲食品', 1),\n",
       " ('产品卖点', 1),\n",
       " ('产品设计', 10),\n",
       " ('竞品分析', 4),\n",
       " ('消费品', 2),\n",
       " ('爬虫', 1),\n",
       " ('to C', 1),\n",
       " ('供应链产品', 3),\n",
       " ('计算机软件', 1),\n",
       " ('硬件产品', 3),\n",
       " ('工具产品', 6),\n",
       " ('数据产品', 5),\n",
       " ('策略产品', 5),\n",
       " ('需求管理', 1),\n",
       " ('潮玩', 1),\n",
       " ('教育行业', 1),\n",
       " ('用户研究', 5),\n",
       " ('后台产品', 1),\n",
       " ('商品中心', 1),\n",
       " ('CRM产品', 2),\n",
       " ('需求确认', 1),\n",
       " ('硬件系统集成', 2),\n",
       " ('客户关系管理系统', 1),\n",
       " ('墨刀', 1),\n",
       " ('交通/运输/物流', 2),\n",
       " ('产品规划', 15),\n",
       " ('原型设计', 3),\n",
       " ('广告产品', 1),\n",
       " ('活动策划', 1),\n",
       " ('数据分析', 5),\n",
       " ('市场调研', 3),\n",
       " ('产品管理', 1),\n",
       " ('业务化建模', 1),\n",
       " ('产品企划', 1),\n",
       " ('内容产品', 1),\n",
       " ('风控产品', 1),\n",
       " ('CRM系统', 1),\n",
       " ('产品测试', 1),\n",
       " ('商业产品', 2),\n",
       " ('积木', 1),\n",
       " ('Axure', 2),\n",
       " ('安保行业', 1),\n",
       " ('平台产品', 2),\n",
       " ('中台产品', 2),\n",
       " ('ERP系统', 1),\n",
       " ('团队管理', 5),\n",
       " ('广告营销', 1)]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据处理\n",
    "PM_labels_words = [(i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:10.753144Z",
     "iopub.status.busy": "2023-05-31T12:47:10.752462Z",
     "iopub.status.idle": "2023-05-31T12:47:10.759293Z",
     "shell.execute_reply": "2023-05-31T12:47:10.758454Z",
     "shell.execute_reply.started": "2023-05-31T12:47:10.753109Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['中台产品', '爬虫']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['数据产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', '[]',\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', \"['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']\",\n",
       "       \"['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['AI产品', '机器学习', '业务化建模', '数据标注']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]', '[]', '[]', \"['产品策划']\", \"['供应链产品', 'ERP产品', '后台产品', 'to B']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\", '[]',\n",
       "       \"['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\",\n",
       "       \"['用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\",\n",
       "       \"['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']\",\n",
       "       \"['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']\",\n",
       "       '[]', \"['工具产品', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分组分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:13.212956Z",
     "iopub.status.busy": "2023-05-31T12:47:13.212304Z",
     "iopub.status.idle": "2023-05-31T12:47:13.218974Z",
     "shell.execute_reply": "2023-05-31T12:47:13.218093Z",
     "shell.execute_reply.started": "2023-05-31T12:47:13.212922Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['中台产品', '爬虫']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['数据产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', '[]',\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', \"['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']\",\n",
       "       \"['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['AI产品', '机器学习', '业务化建模', '数据标注']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]', '[]', '[]', \"['产品策划']\", \"['供应链产品', 'ERP产品', '后台产品', 'to B']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\", '[]',\n",
       "       \"['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\",\n",
       "       \"['用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\",\n",
       "       \"['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']\",\n",
       "       \"['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']\",\n",
       "       '[]', \"['工具产品', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:14.454998Z",
     "iopub.status.busy": "2023-05-31T12:47:14.454450Z",
     "iopub.status.idle": "2023-05-31T12:47:14.464958Z",
     "shell.execute_reply": "2023-05-31T12:47:14.464016Z",
     "shell.execute_reply.started": "2023-05-31T12:47:14.454964Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 可视化词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render(\"labels_wordcloud_diamond.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分组分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:17.022001Z",
     "iopub.status.busy": "2023-05-31T12:47:17.021051Z",
     "iopub.status.idle": "2023-05-31T12:47:17.036686Z",
     "shell.execute_reply": "2023-05-31T12:47:17.035677Z",
     "shell.execute_reply.started": "2023-05-31T12:47:17.021967Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>comp.compName</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">大专</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">大专及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">本科</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">本科及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">统招本科</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    comp.compName\n",
       "job.requireEduLevel comp.compScale               \n",
       "大专                  1-49人                       2\n",
       "                    500-999人                    1\n",
       "大专及以上               1-49人                       2\n",
       "                    100-499人                    1\n",
       "                    500-999人                    1\n",
       "本科                  1-49人                       1\n",
       "                    100-499人                    2\n",
       "                    1000-2000人                  2\n",
       "                    10000人以上                    1\n",
       "                    50-99人                      1\n",
       "                    500-999人                    4\n",
       "                    5000-10000人                 4\n",
       "本科及以上               1-49人                       1\n",
       "                    100-499人                    2\n",
       "                    10000人以上                    1\n",
       "                    2000-5000人                  1\n",
       "硕士                  100-499人                    1\n",
       "统招本科                100-499人                    5\n",
       "                    1000-2000人                  1\n",
       "                    10000人以上                    2\n",
       "                    2000-5000人                  1\n",
       "                    5000-10000人                 2"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz.groupby(['job.requireEduLevel','comp.compScale']).agg({'comp.compName':'count'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算薪资-（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:21.029474Z",
     "iopub.status.busy": "2023-05-31T12:47:21.028803Z",
     "iopub.status.idle": "2023-05-31T12:47:21.033285Z",
     "shell.execute_reply": "2023-05-31T12:47:21.032550Z",
     "shell.execute_reply.started": "2023-05-31T12:47:21.029427Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "# columns 的重命名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:22.302158Z",
     "iopub.status.busy": "2023-05-31T12:47:22.301430Z",
     "iopub.status.idle": "2023-05-31T12:47:22.331583Z",
     "shell.execute_reply": "2023-05-31T12:47:22.330679Z",
     "shell.execute_reply.started": "2023-05-31T12:47:22.302125Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否是top职位</th>\n",
       "      <th>工作年限</th>\n",
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       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
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       "      <th>规模</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['中台产品', '爬虫']</td>\n",
       "      <td>20211224210115</td>\n",
       "      <td>产品经理（B端）—热招 (MJ005394)</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>D轮</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...</td>\n",
       "      <td>20230531090621</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-23k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...</td>\n",
       "      <td>20230529075611</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某专业服务公司</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['新零售', '商品中心', '产品经理']</td>\n",
       "      <td>20230425163749</td>\n",
       "      <td>产品经理(商品方向) (MJ007121)</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>钱大妈</td>\n",
       "      <td>新零售</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品']</td>\n",
       "      <td>20230119094809</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>毕马威中国 KPMG China</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516104645</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230223174129</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qinda</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519165547</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...</td>\n",
       "      <td>20230509120628</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>A轮</td>\n",
       "      <td>新型互联网公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516102154</td>\n",
       "      <td>网约车供需调度产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230426171846</td>\n",
       "      <td>高级产品/硬件产品经理</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...</td>\n",
       "      <td>20230426112947</td>\n",
       "      <td>产品经理（积木）--TOP TOY</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>名创优品</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...</td>\n",
       "      <td>20230526175305</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>13-17k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州乐芙化妆品科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...</td>\n",
       "      <td>20230530094146</td>\n",
       "      <td>商业化产品经理（广告SDK）</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>出海服务公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...</td>\n",
       "      <td>20230529105914</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530104441</td>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...</td>\n",
       "      <td>20230522140947</td>\n",
       "      <td>可视化产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...</td>\n",
       "      <td>20230522215557</td>\n",
       "      <td>产品经理（工控主板）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>['AI产品', '机器学习', '业务化建模', '数据标注']</td>\n",
       "      <td>20230427113626</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-27k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']</td>\n",
       "      <td>20230515141901</td>\n",
       "      <td>IOT产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>菲亚兰德</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230505150600</td>\n",
       "      <td>品质PM</td>\n",
       "      <td>12-13k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...</td>\n",
       "      <td>20230502161251</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230531093622</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>朗臣医疗</td>\n",
       "      <td>制药</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525172552</td>\n",
       "      <td>产品经理（国际售后服务）</td>\n",
       "      <td>16-30k·15薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>美的集团企业数字平台</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230520143546</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>['产品策划']</td>\n",
       "      <td>20230412173745</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东蓝理建设</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>['供应链产品', 'ERP产品', '后台产品', 'to B']</td>\n",
       "      <td>20230201164533</td>\n",
       "      <td>高级产品经理（供应商关系管理方向） (MJ007490)</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>['策略产品', '产品规划', '市场调研']</td>\n",
       "      <td>20230529095449</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>22-23k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州制药公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230509083622</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...</td>\n",
       "      <td>20230530161432</td>\n",
       "      <td>风控产品经理（P7）</td>\n",
       "      <td>80-110k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']</td>\n",
       "      <td>20230518102540</td>\n",
       "      <td>AI产品经理岗</td>\n",
       "      <td>16-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一起赢(广东)数字音画传媒有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']</td>\n",
       "      <td>20230530094859</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>大型上市食品企业</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>['用户研究', '产品规划', '数据分析']</td>\n",
       "      <td>20230506163645</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...</td>\n",
       "      <td>20230505174416</td>\n",
       "      <td>穿戴甲产品经理</td>\n",
       "      <td>14-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>其他生活服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>['硬件产品', '智能硬件', '硬件系统集成', '教育行业']</td>\n",
       "      <td>20230530092848</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州赫特信息技术有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>['工具产品', '团队管理', '产品规划']</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>产品经理（分子诊断）</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州嘉检医学检测有限公司</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州华银康医疗集团股份有限公司</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 职位标签          职位更新时间  \\\n",
       "0                                      ['中台产品', '爬虫']  20211224210115   \n",
       "1   ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...  20230531090621   \n",
       "2   ['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...  20230529075611   \n",
       "3                             ['新零售', '商品中心', '产品经理']  20230425163749   \n",
       "4                                            ['数据产品']  20230119094809   \n",
       "5   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...  20230516104645   \n",
       "6                                                  []  20230223174129   \n",
       "7                                                  []  20230519165547   \n",
       "8   ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...  20230509120628   \n",
       "9   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...  20230516102154   \n",
       "10                                                 []  20230426171846   \n",
       "11  ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...  20230426112947   \n",
       "12  ['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...  20230526175305   \n",
       "13  ['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...  20230530094146   \n",
       "14  ['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...  20230529105914   \n",
       "15                                                 []  20230530104441   \n",
       "16  ['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...  20230522140947   \n",
       "17  ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...  20230522215557   \n",
       "18                  ['AI产品', '机器学习', '业务化建模', '数据标注']  20230427113626   \n",
       "19             ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']  20230515141901   \n",
       "20                                                 []  20230505150600   \n",
       "21  ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...  20230502161251   \n",
       "22                                                 []  20230531093622   \n",
       "23                                                 []  20230525172552   \n",
       "24                                                 []  20230520143546   \n",
       "25                                           ['产品策划']  20230412173745   \n",
       "26                 ['供应链产品', 'ERP产品', '后台产品', 'to B']  20230201164533   \n",
       "27                           ['策略产品', '产品规划', '市场调研']  20230529095449   \n",
       "28                                                 []  20230509083622   \n",
       "29  ['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...  20230530161432   \n",
       "30               ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']  20230518102540   \n",
       "31  ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']  20230530094859   \n",
       "32                           ['用户研究', '产品规划', '数据分析']  20230506163645   \n",
       "33  ['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...  20230505174416   \n",
       "34                 ['硬件产品', '智能硬件', '硬件系统集成', '教育行业']  20230530092848   \n",
       "35  ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...  20230417164705   \n",
       "36  ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...  20221205091040   \n",
       "37                                                 []  20230302214354   \n",
       "38                           ['工具产品', '团队管理', '产品规划']  20230307091844   \n",
       "39  ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...  20230208172109   \n",
       "\n",
       "                              职位          薪资      地区  是否是top职位   工作年限     学历  \\\n",
       "0         产品经理（B端）—热招 (MJ005394)      20-30k  广州-番禺区     False   1-3年     本科   \n",
       "1                       AI应用产品经理  18-23k·15薪  广州-白云区     False   3-5年   统招本科   \n",
       "2                         软件产品经理  20-35k·16薪      广州     False   经验不限  本科及以上   \n",
       "3          产品经理(商品方向) (MJ007121)  20-30k·13薪  广州-海珠区     False   3-5年     本科   \n",
       "4                         数据产品经理  30-55k·13薪  广州-南沙区     False   3-5年     本科   \n",
       "5                           产品经理  20-40k·15薪      广州     False   3-5年   统招本科   \n",
       "6                           产品经理  20-35k·13薪  广州-天河区     False  5-10年     本科   \n",
       "7                           产品经理      15-20k      广州     False   经验不限  本科及以上   \n",
       "8                         高级产品经理  30-50k·15薪  广州-海珠区     False   3-5年  本科及以上   \n",
       "9                    网约车供需调度产品经理      20-40k      广州     False   3-5年   统招本科   \n",
       "10                   高级产品/硬件产品经理      25-30k      广州     False   3-5年     本科   \n",
       "11             产品经理（积木）--TOP TOY  10-15k·13薪  广州-海珠区     False   3-5年   统招本科   \n",
       "12                       ERP产品经理  13-17k·13薪  广州-天河区     False   3-5年     大专   \n",
       "13                商业化产品经理（广告SDK）  25-50k·15薪      广州     False  5-10年   统招本科   \n",
       "14                        电商产品经理      18-35k      广州     False  5-10年  大专及以上   \n",
       "15                       产品经理-肿瘤      20-35k  广州-荔湾区     False   3-5年     本科   \n",
       "16                       可视化产品经理      20-40k      广州     False   3-5年     本科   \n",
       "17                    产品经理（工控主板）      15-25k      广州     False   3-5年  大专及以上   \n",
       "18                          产品经理      15-27k  广州-番禺区     False  5-10年   统招本科   \n",
       "19                       IOT产品经理      15-20k  广州-越秀区     False   3-5年     本科   \n",
       "20                          品质PM  12-13k·13薪      广州     False   3-5年  大专及以上   \n",
       "21                   B端产品经理（CRM）      30-50k  广州-天河区     False  5-10年   统招本科   \n",
       "22                        医药产品经理      15-30k  广州-天河区     False   3-5年     本科   \n",
       "23                  产品经理（国际售后服务）  16-30k·15薪  广州-番禺区     False  5-10年   统招本科   \n",
       "24                          产品经理      25-35k      广州     False  5-10年     本科   \n",
       "25                     文创产品经理/主管       8-15k  广州-海珠区     False   3-5年     大专   \n",
       "26  高级产品经理（供应商关系管理方向） (MJ007490)  20-35k·14薪  广州-番禺区     False  5-10年     本科   \n",
       "27                          产品经理      22-23k      广州     False   3-5年   统招本科   \n",
       "28                          产品经理      15-20k      广州     False   3-5年  本科及以上   \n",
       "29                    风控产品经理（P7）     80-110k  广州-海珠区     False  5-10年   统招本科   \n",
       "30                       AI产品经理岗      16-22k  广州-天河区     False  5-10年     本科   \n",
       "31                          产品经理  18-30k·13薪      广州     False  5-10年  本科及以上   \n",
       "32                     文创产品经理/主管       8-12k  广州-海珠区     False   3-5年     大专   \n",
       "33                       穿戴甲产品经理      14-25k  广州-海珠区     False  5-10年  大专及以上   \n",
       "34                          产品经理      30-60k      广州     False   经验不限   统招本科   \n",
       "35                    云网产品经理（部门）      10-20k  广州-天河区     False   3-5年     本科   \n",
       "36                        高级产品经理  30-40k·13薪  广州-白云区     False   3-5年   统招本科   \n",
       "37                      高级硬件产品经理  20-35k·13薪  广州-黄埔区     False  5-10年     本科   \n",
       "38                    产品经理（分子诊断）      16-25k  广州-海珠区     False   3-5年     硕士   \n",
       "39                          产品经理   8-12k·13薪  广州-白云区     False   1-3年     本科   \n",
       "\n",
       "    公司融资情况                公司名称        行业           规模  \n",
       "0       D轮               SHEIN    专业技术服务     10000人以上  \n",
       "1    融资未公开           某大型健康产品公司  食品/饮料/日化   2000-5000人  \n",
       "2      NaN             某专业服务公司    人力资源服务        1-49人  \n",
       "3      NaN                 钱大妈       新零售  5000-10000人  \n",
       "4      NaN    毕马威中国 KPMG China    专业技术服务  5000-10000人  \n",
       "5    融资未公开          某广州知名互联网公司       互联网     100-499人  \n",
       "6      NaN               Qinda     机械/设备     100-499人  \n",
       "7      已上市           某国内制药上市公司        制药   2000-5000人  \n",
       "8       A轮             新型互联网公司    互联网/电商     100-499人  \n",
       "9    融资未公开            某广州互联网公司       互联网     100-499人  \n",
       "10   融资未公开                中视信息     计算机软件     100-499人  \n",
       "11     NaN                名创优品     批发/零售   1000-2000人  \n",
       "12     NaN       广州乐芙化妆品科技有限公司      电子商务        1-49人  \n",
       "13      B轮              出海服务公司    互联网/电商     100-499人  \n",
       "14   融资未公开             某电子商务公司      电子商务     100-499人  \n",
       "15     NaN       李氏大药厂(香港)有限公司        制药     500-999人  \n",
       "16      C轮                树根互联      人工智能   1000-2000人  \n",
       "17   融资未公开             某广州知名公司     计算机软件     500-999人  \n",
       "18     NaN       浩鲸云计算科技股份有限公司     计算机软件  5000-10000人  \n",
       "19     NaN                菲亚兰德     机械/设备     500-999人  \n",
       "20   融资未公开            某贸易进出口公司    贸易/进出口        1-49人  \n",
       "21     NaN               某知名公司     批发/零售          NaN  \n",
       "22   融资未公开                朗臣医疗        制药       50-99人  \n",
       "23     NaN          美的集团企业数字平台     家具/家居     10000人以上  \n",
       "24  沪深A股上市                 一品红        制药     500-999人  \n",
       "25     NaN              广东蓝理建设   房地产开发经营     500-999人  \n",
       "26     NaN               SHEIN       互联网  5000-10000人  \n",
       "27   融资未公开             某广州制药公司        制药     100-499人  \n",
       "28   融资未公开               某安防公司      智能安防     100-499人  \n",
       "29     已上市          某广州大型互联网公司       互联网     10000人以上  \n",
       "30     NaN   一起赢(广东)数字音画传媒有限公司  广播/影视/录音        1-49人  \n",
       "31   融资未公开            大型上市食品企业  食品/饮料/日化     10000人以上  \n",
       "32     NaN              恒鼎文化传媒     文化艺术业        1-49人  \n",
       "33     NaN               某知名公司    其他生活服务        1-49人  \n",
       "34     已上市        某广州计算机软件上市公司     计算机软件  5000-10000人  \n",
       "35     NaN  中讯邮电咨询设计院有限公司广东分公司      通信设备   1000-2000人  \n",
       "36     NaN        广州赫特信息技术有限公司      电子商务     100-499人  \n",
       "37      B轮           黑格智能 黑格科技     机械/设备     500-999人  \n",
       "38     NaN        广州嘉检医学检测有限公司      生物技术     100-499人  \n",
       "39     NaN     广州华银康医疗集团股份有限公司      医疗机构  5000-10000人  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz = df_PM_gz.rename(columns={\r\n",
    "    'job.labels':'职位标签',\r\n",
    "    'job.refreshTime':'职位更新时间',\r\n",
    "    'job.title':'职位',\r\n",
    "    'job.salary':'薪资',\r\n",
    "    'job.dq':'地区',\r\n",
    "    'job.topJob':'是否是top职位',\r\n",
    "    'job.requireWorkYears':'工作年限',\r\n",
    "    'job.requireEduLevel':'学历',\r\n",
    "    'comp.compStage':'公司融资情况',\r\n",
    "    'comp.compName':'公司名称',\r\n",
    "    'comp.compIndustry':'行业',\r\n",
    "    'comp.compScale':'规模'\r\n",
    "})\r\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:45.660629Z",
     "iopub.status.busy": "2023-05-31T12:47:45.659583Z",
     "iopub.status.idle": "2023-05-31T12:47:45.705835Z",
     "shell.execute_reply": "2023-05-31T12:47:45.704943Z",
     "shell.execute_reply.started": "2023-05-31T12:47:45.660583Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否是top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['中台产品', '爬虫']</td>\n",
       "      <td>20211224210115</td>\n",
       "      <td>产品经理（B端）—热招 (MJ005394)</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>D轮</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...</td>\n",
       "      <td>20230531090621</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-23k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...</td>\n",
       "      <td>20230529075611</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某专业服务公司</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['新零售', '商品中心', '产品经理']</td>\n",
       "      <td>20230425163749</td>\n",
       "      <td>产品经理(商品方向) (MJ007121)</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>钱大妈</td>\n",
       "      <td>新零售</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品']</td>\n",
       "      <td>20230119094809</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>毕马威中国 KPMG China</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516104645</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230223174129</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qinda</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519165547</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...</td>\n",
       "      <td>20230509120628</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>A轮</td>\n",
       "      <td>新型互联网公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516102154</td>\n",
       "      <td>网约车供需调度产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230426171846</td>\n",
       "      <td>高级产品/硬件产品经理</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...</td>\n",
       "      <td>20230426112947</td>\n",
       "      <td>产品经理（积木）--TOP TOY</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>名创优品</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...</td>\n",
       "      <td>20230526175305</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>13-17k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州乐芙化妆品科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...</td>\n",
       "      <td>20230530094146</td>\n",
       "      <td>商业化产品经理（广告SDK）</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>出海服务公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...</td>\n",
       "      <td>20230529105914</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530104441</td>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...</td>\n",
       "      <td>20230522140947</td>\n",
       "      <td>可视化产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...</td>\n",
       "      <td>20230522215557</td>\n",
       "      <td>产品经理（工控主板）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>['AI产品', '机器学习', '业务化建模', '数据标注']</td>\n",
       "      <td>20230427113626</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-27k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']</td>\n",
       "      <td>20230515141901</td>\n",
       "      <td>IOT产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>菲亚兰德</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230505150600</td>\n",
       "      <td>品质PM</td>\n",
       "      <td>12-13k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...</td>\n",
       "      <td>20230502161251</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230531093622</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>朗臣医疗</td>\n",
       "      <td>制药</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525172552</td>\n",
       "      <td>产品经理（国际售后服务）</td>\n",
       "      <td>16-30k·15薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>美的集团企业数字平台</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230520143546</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>['产品策划']</td>\n",
       "      <td>20230412173745</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东蓝理建设</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>['供应链产品', 'ERP产品', '后台产品', 'to B']</td>\n",
       "      <td>20230201164533</td>\n",
       "      <td>高级产品经理（供应商关系管理方向） (MJ007490)</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>['策略产品', '产品规划', '市场调研']</td>\n",
       "      <td>20230529095449</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>22-23k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州制药公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230509083622</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...</td>\n",
       "      <td>20230530161432</td>\n",
       "      <td>风控产品经理（P7）</td>\n",
       "      <td>80-110k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']</td>\n",
       "      <td>20230518102540</td>\n",
       "      <td>AI产品经理岗</td>\n",
       "      <td>16-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一起赢(广东)数字音画传媒有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']</td>\n",
       "      <td>20230530094859</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>大型上市食品企业</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>['用户研究', '产品规划', '数据分析']</td>\n",
       "      <td>20230506163645</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...</td>\n",
       "      <td>20230505174416</td>\n",
       "      <td>穿戴甲产品经理</td>\n",
       "      <td>14-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>其他生活服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>['硬件产品', '智能硬件', '硬件系统集成', '教育行业']</td>\n",
       "      <td>20230530092848</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州赫特信息技术有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>['工具产品', '团队管理', '产品规划']</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>产品经理（分子诊断）</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州嘉检医学检测有限公司</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州华银康医疗集团股份有限公司</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 职位标签          职位更新时间  \\\n",
       "0                                      ['中台产品', '爬虫']  20211224210115   \n",
       "1   ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...  20230531090621   \n",
       "2   ['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...  20230529075611   \n",
       "3                             ['新零售', '商品中心', '产品经理']  20230425163749   \n",
       "4                                            ['数据产品']  20230119094809   \n",
       "5   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...  20230516104645   \n",
       "6                                                  []  20230223174129   \n",
       "7                                                  []  20230519165547   \n",
       "8   ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...  20230509120628   \n",
       "9   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...  20230516102154   \n",
       "10                                                 []  20230426171846   \n",
       "11  ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...  20230426112947   \n",
       "12  ['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...  20230526175305   \n",
       "13  ['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...  20230530094146   \n",
       "14  ['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...  20230529105914   \n",
       "15                                                 []  20230530104441   \n",
       "16  ['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...  20230522140947   \n",
       "17  ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...  20230522215557   \n",
       "18                  ['AI产品', '机器学习', '业务化建模', '数据标注']  20230427113626   \n",
       "19             ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']  20230515141901   \n",
       "20                                                 []  20230505150600   \n",
       "21  ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...  20230502161251   \n",
       "22                                                 []  20230531093622   \n",
       "23                                                 []  20230525172552   \n",
       "24                                                 []  20230520143546   \n",
       "25                                           ['产品策划']  20230412173745   \n",
       "26                 ['供应链产品', 'ERP产品', '后台产品', 'to B']  20230201164533   \n",
       "27                           ['策略产品', '产品规划', '市场调研']  20230529095449   \n",
       "28                                                 []  20230509083622   \n",
       "29  ['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...  20230530161432   \n",
       "30               ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']  20230518102540   \n",
       "31  ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']  20230530094859   \n",
       "32                           ['用户研究', '产品规划', '数据分析']  20230506163645   \n",
       "33  ['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...  20230505174416   \n",
       "34                 ['硬件产品', '智能硬件', '硬件系统集成', '教育行业']  20230530092848   \n",
       "35  ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...  20230417164705   \n",
       "36  ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...  20221205091040   \n",
       "37                                                 []  20230302214354   \n",
       "38                           ['工具产品', '团队管理', '产品规划']  20230307091844   \n",
       "39  ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...  20230208172109   \n",
       "\n",
       "                              职位          薪资      地区  是否是top职位   工作年限     学历  \\\n",
       "0         产品经理（B端）—热招 (MJ005394)      20-30k  广州-番禺区     False   1-3年     本科   \n",
       "1                       AI应用产品经理  18-23k·15薪  广州-白云区     False   3-5年   统招本科   \n",
       "2                         软件产品经理  20-35k·16薪      广州     False   经验不限  本科及以上   \n",
       "3          产品经理(商品方向) (MJ007121)  20-30k·13薪  广州-海珠区     False   3-5年     本科   \n",
       "4                         数据产品经理  30-55k·13薪  广州-南沙区     False   3-5年     本科   \n",
       "5                           产品经理  20-40k·15薪      广州     False   3-5年   统招本科   \n",
       "6                           产品经理  20-35k·13薪  广州-天河区     False  5-10年     本科   \n",
       "7                           产品经理      15-20k      广州     False   经验不限  本科及以上   \n",
       "8                         高级产品经理  30-50k·15薪  广州-海珠区     False   3-5年  本科及以上   \n",
       "9                    网约车供需调度产品经理      20-40k      广州     False   3-5年   统招本科   \n",
       "10                   高级产品/硬件产品经理      25-30k      广州     False   3-5年     本科   \n",
       "11             产品经理（积木）--TOP TOY  10-15k·13薪  广州-海珠区     False   3-5年   统招本科   \n",
       "12                       ERP产品经理  13-17k·13薪  广州-天河区     False   3-5年     大专   \n",
       "13                商业化产品经理（广告SDK）  25-50k·15薪      广州     False  5-10年   统招本科   \n",
       "14                        电商产品经理      18-35k      广州     False  5-10年  大专及以上   \n",
       "15                       产品经理-肿瘤      20-35k  广州-荔湾区     False   3-5年     本科   \n",
       "16                       可视化产品经理      20-40k      广州     False   3-5年     本科   \n",
       "17                    产品经理（工控主板）      15-25k      广州     False   3-5年  大专及以上   \n",
       "18                          产品经理      15-27k  广州-番禺区     False  5-10年   统招本科   \n",
       "19                       IOT产品经理      15-20k  广州-越秀区     False   3-5年     本科   \n",
       "20                          品质PM  12-13k·13薪      广州     False   3-5年  大专及以上   \n",
       "21                   B端产品经理（CRM）      30-50k  广州-天河区     False  5-10年   统招本科   \n",
       "22                        医药产品经理      15-30k  广州-天河区     False   3-5年     本科   \n",
       "23                  产品经理（国际售后服务）  16-30k·15薪  广州-番禺区     False  5-10年   统招本科   \n",
       "24                          产品经理      25-35k      广州     False  5-10年     本科   \n",
       "25                     文创产品经理/主管       8-15k  广州-海珠区     False   3-5年     大专   \n",
       "26  高级产品经理（供应商关系管理方向） (MJ007490)  20-35k·14薪  广州-番禺区     False  5-10年     本科   \n",
       "27                          产品经理      22-23k      广州     False   3-5年   统招本科   \n",
       "28                          产品经理      15-20k      广州     False   3-5年  本科及以上   \n",
       "29                    风控产品经理（P7）     80-110k  广州-海珠区     False  5-10年   统招本科   \n",
       "30                       AI产品经理岗      16-22k  广州-天河区     False  5-10年     本科   \n",
       "31                          产品经理  18-30k·13薪      广州     False  5-10年  本科及以上   \n",
       "32                     文创产品经理/主管       8-12k  广州-海珠区     False   3-5年     大专   \n",
       "33                       穿戴甲产品经理      14-25k  广州-海珠区     False  5-10年  大专及以上   \n",
       "34                          产品经理      30-60k      广州     False   经验不限   统招本科   \n",
       "35                    云网产品经理（部门）      10-20k  广州-天河区     False   3-5年     本科   \n",
       "36                        高级产品经理  30-40k·13薪  广州-白云区     False   3-5年   统招本科   \n",
       "37                      高级硬件产品经理  20-35k·13薪  广州-黄埔区     False  5-10年     本科   \n",
       "38                    产品经理（分子诊断）      16-25k  广州-海珠区     False   3-5年     硕士   \n",
       "39                          产品经理   8-12k·13薪  广州-白云区     False   1-3年     本科   \n",
       "\n",
       "    公司融资情况                公司名称        行业           规模  \n",
       "0       D轮               SHEIN    专业技术服务     10000人以上  \n",
       "1    融资未公开           某大型健康产品公司  食品/饮料/日化   2000-5000人  \n",
       "2      NaN             某专业服务公司    人力资源服务        1-49人  \n",
       "3      NaN                 钱大妈       新零售  5000-10000人  \n",
       "4      NaN    毕马威中国 KPMG China    专业技术服务  5000-10000人  \n",
       "5    融资未公开          某广州知名互联网公司       互联网     100-499人  \n",
       "6      NaN               Qinda     机械/设备     100-499人  \n",
       "7      已上市           某国内制药上市公司        制药   2000-5000人  \n",
       "8       A轮             新型互联网公司    互联网/电商     100-499人  \n",
       "9    融资未公开            某广州互联网公司       互联网     100-499人  \n",
       "10   融资未公开                中视信息     计算机软件     100-499人  \n",
       "11     NaN                名创优品     批发/零售   1000-2000人  \n",
       "12     NaN       广州乐芙化妆品科技有限公司      电子商务        1-49人  \n",
       "13      B轮              出海服务公司    互联网/电商     100-499人  \n",
       "14   融资未公开             某电子商务公司      电子商务     100-499人  \n",
       "15     NaN       李氏大药厂(香港)有限公司        制药     500-999人  \n",
       "16      C轮                树根互联      人工智能   1000-2000人  \n",
       "17   融资未公开             某广州知名公司     计算机软件     500-999人  \n",
       "18     NaN       浩鲸云计算科技股份有限公司     计算机软件  5000-10000人  \n",
       "19     NaN                菲亚兰德     机械/设备     500-999人  \n",
       "20   融资未公开            某贸易进出口公司    贸易/进出口        1-49人  \n",
       "21     NaN               某知名公司     批发/零售          NaN  \n",
       "22   融资未公开                朗臣医疗        制药       50-99人  \n",
       "23     NaN          美的集团企业数字平台     家具/家居     10000人以上  \n",
       "24  沪深A股上市                 一品红        制药     500-999人  \n",
       "25     NaN              广东蓝理建设   房地产开发经营     500-999人  \n",
       "26     NaN               SHEIN       互联网  5000-10000人  \n",
       "27   融资未公开             某广州制药公司        制药     100-499人  \n",
       "28   融资未公开               某安防公司      智能安防     100-499人  \n",
       "29     已上市          某广州大型互联网公司       互联网     10000人以上  \n",
       "30     NaN   一起赢(广东)数字音画传媒有限公司  广播/影视/录音        1-49人  \n",
       "31   融资未公开            大型上市食品企业  食品/饮料/日化     10000人以上  \n",
       "32     NaN              恒鼎文化传媒     文化艺术业        1-49人  \n",
       "33     NaN               某知名公司    其他生活服务        1-49人  \n",
       "34     已上市        某广州计算机软件上市公司     计算机软件  5000-10000人  \n",
       "35     NaN  中讯邮电咨询设计院有限公司广东分公司      通信设备   1000-2000人  \n",
       "36     NaN        广州赫特信息技术有限公司      电子商务     100-499人  \n",
       "37      B轮           黑格智能 黑格科技     机械/设备     500-999人  \n",
       "38     NaN        广州嘉检医学检测有限公司      生物技术     100-499人  \n",
       "39     NaN     广州华银康医疗集团股份有限公司      医疗机构  5000-10000人  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz.query('薪资!=\"薪资面议\" and 薪资!=\"面议\"')\r\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:47:58.230972Z",
     "iopub.status.busy": "2023-05-31T12:47:58.230311Z",
     "iopub.status.idle": "2023-05-31T12:47:58.238639Z",
     "shell.execute_reply": "2023-05-31T12:47:58.237800Z",
     "shell.execute_reply.started": "2023-05-31T12:47:58.230937Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['20-30k'],\n",
       " ['18-23k·15'],\n",
       " ['20-35k·16'],\n",
       " ['20-30k·13'],\n",
       " ['30-55k·13'],\n",
       " ['20-40k·15'],\n",
       " ['20-35k·13'],\n",
       " ['15-20k'],\n",
       " ['30-50k·15'],\n",
       " ['20-40k'],\n",
       " ['25-30k'],\n",
       " ['10-15k·13'],\n",
       " ['13-17k·13'],\n",
       " ['25-50k·15'],\n",
       " ['18-35k'],\n",
       " ['20-35k'],\n",
       " ['20-40k'],\n",
       " ['15-25k'],\n",
       " ['15-27k'],\n",
       " ['15-20k'],\n",
       " ['12-13k·13'],\n",
       " ['30-50k'],\n",
       " ['15-30k'],\n",
       " ['16-30k·15'],\n",
       " ['25-35k'],\n",
       " ['8-15k'],\n",
       " ['20-35k·14'],\n",
       " ['22-23k'],\n",
       " ['15-20k'],\n",
       " ['80-110k'],\n",
       " ['16-22k'],\n",
       " ['18-30k·13'],\n",
       " ['8-12k'],\n",
       " ['14-25k'],\n",
       " ['30-60k'],\n",
       " ['10-20k'],\n",
       " ['30-40k·13'],\n",
       " ['20-35k·13'],\n",
       " ['16-25k'],\n",
       " ['8-12k·13']]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('.')).tolist()\r\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:48:09.780490Z",
     "iopub.status.busy": "2023-05-31T12:48:09.779804Z",
     "iopub.status.idle": "2023-05-31T12:48:09.788982Z",
     "shell.execute_reply": "2023-05-31T12:48:09.788107Z",
     "shell.execute_reply.started": "2023-05-31T12:48:09.780453Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[25.0,\n",
       " 20.5,\n",
       " 27.5,\n",
       " 25.0,\n",
       " 42.5,\n",
       " 30.0,\n",
       " 27.5,\n",
       " 17.5,\n",
       " 40.0,\n",
       " 30.0,\n",
       " 27.5,\n",
       " 12.5,\n",
       " 15.0,\n",
       " 37.5,\n",
       " 26.5,\n",
       " 27.5,\n",
       " 30.0,\n",
       " 20.0,\n",
       " 21.0,\n",
       " 17.5,\n",
       " 12.5,\n",
       " 40.0,\n",
       " 22.5,\n",
       " 23.0,\n",
       " 30.0,\n",
       " 11.5,\n",
       " 27.5,\n",
       " 22.5,\n",
       " 17.5,\n",
       " 95.0,\n",
       " 19.0,\n",
       " 24.0,\n",
       " 10.0,\n",
       " 19.5,\n",
       " 45.0,\n",
       " 15.0,\n",
       " 35.0,\n",
       " 27.5,\n",
       " 20.5,\n",
       " 10.0]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [(int(i[0].split('-')[0])+int(i[0].split('-')[1].split('k')[0]))/2    \\\r\n",
    " if len(i)==1 else round((int(i[0].split('-')[0])+int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)    \\\r\n",
    " for i in 非薪资面议_detail ]\r\n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:48:25.234660Z",
     "iopub.status.busy": "2023-05-31T12:48:25.234089Z",
     "iopub.status.idle": "2023-05-31T12:48:25.239448Z",
     "shell.execute_reply": "2023-05-31T12:48:25.238756Z",
     "shell.execute_reply.started": "2023-05-31T12:48:25.234614Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:48:35.394501Z",
     "iopub.status.busy": "2023-05-31T12:48:35.393928Z",
     "iopub.status.idle": "2023-05-31T12:48:35.400565Z",
     "shell.execute_reply": "2023-05-31T12:48:35.399530Z",
     "shell.execute_reply.started": "2023-05-31T12:48:35.394467Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "非薪资面议['平均薪资'] = 平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:48:47.796798Z",
     "iopub.status.busy": "2023-05-31T12:48:47.795946Z",
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       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>['中台产品', '爬虫']</td>\n",
       "      <td>20211224210115</td>\n",
       "      <td>产品经理（B端）—热招 (MJ005394)</td>\n",
       "      <td>20-30k</td>\n",
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       "      <th>1</th>\n",
       "      <td>['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...</td>\n",
       "      <td>20230531090621</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-23k·15薪</td>\n",
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       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型健康产品公司</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>20.5</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...</td>\n",
       "      <td>20230529075611</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州</td>\n",
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       "      <td>1-49人</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['新零售', '商品中心', '产品经理']</td>\n",
       "      <td>20230425163749</td>\n",
       "      <td>产品经理(商品方向) (MJ007121)</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>钱大妈</td>\n",
       "      <td>新零售</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品']</td>\n",
       "      <td>20230119094809</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>毕马威中国 KPMG China</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516104645</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>30.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230223174129</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
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       "      <td>100-499人</td>\n",
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       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519165547</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...</td>\n",
       "      <td>20230509120628</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-50k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>A轮</td>\n",
       "      <td>新型互联网公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...</td>\n",
       "      <td>20230516102154</td>\n",
       "      <td>网约车供需调度产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230426171846</td>\n",
       "      <td>高级产品/硬件产品经理</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...</td>\n",
       "      <td>20230426112947</td>\n",
       "      <td>产品经理（积木）--TOP TOY</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>名创优品</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...</td>\n",
       "      <td>20230526175305</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>13-17k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州乐芙化妆品科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...</td>\n",
       "      <td>20230530094146</td>\n",
       "      <td>商业化产品经理（广告SDK）</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>出海服务公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...</td>\n",
       "      <td>20230529105914</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>26.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530104441</td>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...</td>\n",
       "      <td>20230522140947</td>\n",
       "      <td>可视化产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...</td>\n",
       "      <td>20230522215557</td>\n",
       "      <td>产品经理（工控主板）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州知名公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>['AI产品', '机器学习', '业务化建模', '数据标注']</td>\n",
       "      <td>20230427113626</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-27k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']</td>\n",
       "      <td>20230515141901</td>\n",
       "      <td>IOT产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>菲亚兰德</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230505150600</td>\n",
       "      <td>品质PM</td>\n",
       "      <td>12-13k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...</td>\n",
       "      <td>20230502161251</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230531093622</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>朗臣医疗</td>\n",
       "      <td>制药</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525172552</td>\n",
       "      <td>产品经理（国际售后服务）</td>\n",
       "      <td>16-30k·15薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>美的集团企业数字平台</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230520143546</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>['产品策划']</td>\n",
       "      <td>20230412173745</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东蓝理建设</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>11.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>['供应链产品', 'ERP产品', '后台产品', 'to B']</td>\n",
       "      <td>20230201164533</td>\n",
       "      <td>高级产品经理（供应商关系管理方向） (MJ007490)</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>['策略产品', '产品规划', '市场调研']</td>\n",
       "      <td>20230529095449</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>22-23k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州制药公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230509083622</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...</td>\n",
       "      <td>20230530161432</td>\n",
       "      <td>风控产品经理（P7）</td>\n",
       "      <td>80-110k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']</td>\n",
       "      <td>20230518102540</td>\n",
       "      <td>AI产品经理岗</td>\n",
       "      <td>16-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一起赢(广东)数字音画传媒有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']</td>\n",
       "      <td>20230530094859</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>大型上市食品企业</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>['用户研究', '产品规划', '数据分析']</td>\n",
       "      <td>20230506163645</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...</td>\n",
       "      <td>20230505174416</td>\n",
       "      <td>穿戴甲产品经理</td>\n",
       "      <td>14-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>其他生活服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>19.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>['硬件产品', '智能硬件', '硬件系统集成', '教育行业']</td>\n",
       "      <td>20230530092848</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州赫特信息技术有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>['工具产品', '团队管理', '产品规划']</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>产品经理（分子诊断）</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州嘉检医学检测有限公司</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州华银康医疗集团股份有限公司</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 职位标签          职位更新时间  \\\n",
       "0                                      ['中台产品', '爬虫']  20211224210115   \n",
       "1   ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '...  20230531090621   \n",
       "2   ['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设...  20230529075611   \n",
       "3                             ['新零售', '商品中心', '产品经理']  20230425163749   \n",
       "4                                            ['数据产品']  20230119094809   \n",
       "5   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...  20230516104645   \n",
       "6                                                  []  20230223174129   \n",
       "7                                                  []  20230519165547   \n",
       "8   ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计...  20230509120628   \n",
       "9   ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', ...  20230516102154   \n",
       "10                                                 []  20230426171846   \n",
       "11  ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品...  20230426112947   \n",
       "12  ['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', ...  20230526175305   \n",
       "13  ['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业...  20230530094146   \n",
       "14  ['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电...  20230529105914   \n",
       "15                                                 []  20230530104441   \n",
       "16  ['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axur...  20230522140947   \n",
       "17  ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品...  20230522215557   \n",
       "18                  ['AI产品', '机器学习', '业务化建模', '数据标注']  20230427113626   \n",
       "19             ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']  20230515141901   \n",
       "20                                                 []  20230505150600   \n",
       "21  ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户...  20230502161251   \n",
       "22                                                 []  20230531093622   \n",
       "23                                                 []  20230525172552   \n",
       "24                                                 []  20230520143546   \n",
       "25                                           ['产品策划']  20230412173745   \n",
       "26                 ['供应链产品', 'ERP产品', '后台产品', 'to B']  20230201164533   \n",
       "27                           ['策略产品', '产品规划', '市场调研']  20230529095449   \n",
       "28                                                 []  20230509083622   \n",
       "29  ['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品...  20230530161432   \n",
       "30               ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']  20230518102540   \n",
       "31  ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']  20230530094859   \n",
       "32                           ['用户研究', '产品规划', '数据分析']  20230506163645   \n",
       "33  ['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存...  20230505174416   \n",
       "34                 ['硬件产品', '智能硬件', '硬件系统集成', '教育行业']  20230530092848   \n",
       "35  ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...  20230417164705   \n",
       "36  ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...  20221205091040   \n",
       "37                                                 []  20230302214354   \n",
       "38                           ['工具产品', '团队管理', '产品规划']  20230307091844   \n",
       "39  ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...  20230208172109   \n",
       "\n",
       "                              职位          薪资      地区  是否是top职位   工作年限     学历  \\\n",
       "0         产品经理（B端）—热招 (MJ005394)      20-30k  广州-番禺区     False   1-3年     本科   \n",
       "1                       AI应用产品经理  18-23k·15薪  广州-白云区     False   3-5年   统招本科   \n",
       "2                         软件产品经理  20-35k·16薪      广州     False   经验不限  本科及以上   \n",
       "3          产品经理(商品方向) (MJ007121)  20-30k·13薪  广州-海珠区     False   3-5年     本科   \n",
       "4                         数据产品经理  30-55k·13薪  广州-南沙区     False   3-5年     本科   \n",
       "5                           产品经理  20-40k·15薪      广州     False   3-5年   统招本科   \n",
       "6                           产品经理  20-35k·13薪  广州-天河区     False  5-10年     本科   \n",
       "7                           产品经理      15-20k      广州     False   经验不限  本科及以上   \n",
       "8                         高级产品经理  30-50k·15薪  广州-海珠区     False   3-5年  本科及以上   \n",
       "9                    网约车供需调度产品经理      20-40k      广州     False   3-5年   统招本科   \n",
       "10                   高级产品/硬件产品经理      25-30k      广州     False   3-5年     本科   \n",
       "11             产品经理（积木）--TOP TOY  10-15k·13薪  广州-海珠区     False   3-5年   统招本科   \n",
       "12                       ERP产品经理  13-17k·13薪  广州-天河区     False   3-5年     大专   \n",
       "13                商业化产品经理（广告SDK）  25-50k·15薪      广州     False  5-10年   统招本科   \n",
       "14                        电商产品经理      18-35k      广州     False  5-10年  大专及以上   \n",
       "15                       产品经理-肿瘤      20-35k  广州-荔湾区     False   3-5年     本科   \n",
       "16                       可视化产品经理      20-40k      广州     False   3-5年     本科   \n",
       "17                    产品经理（工控主板）      15-25k      广州     False   3-5年  大专及以上   \n",
       "18                          产品经理      15-27k  广州-番禺区     False  5-10年   统招本科   \n",
       "19                       IOT产品经理      15-20k  广州-越秀区     False   3-5年     本科   \n",
       "20                          品质PM  12-13k·13薪      广州     False   3-5年  大专及以上   \n",
       "21                   B端产品经理（CRM）      30-50k  广州-天河区     False  5-10年   统招本科   \n",
       "22                        医药产品经理      15-30k  广州-天河区     False   3-5年     本科   \n",
       "23                  产品经理（国际售后服务）  16-30k·15薪  广州-番禺区     False  5-10年   统招本科   \n",
       "24                          产品经理      25-35k      广州     False  5-10年     本科   \n",
       "25                     文创产品经理/主管       8-15k  广州-海珠区     False   3-5年     大专   \n",
       "26  高级产品经理（供应商关系管理方向） (MJ007490)  20-35k·14薪  广州-番禺区     False  5-10年     本科   \n",
       "27                          产品经理      22-23k      广州     False   3-5年   统招本科   \n",
       "28                          产品经理      15-20k      广州     False   3-5年  本科及以上   \n",
       "29                    风控产品经理（P7）     80-110k  广州-海珠区     False  5-10年   统招本科   \n",
       "30                       AI产品经理岗      16-22k  广州-天河区     False  5-10年     本科   \n",
       "31                          产品经理  18-30k·13薪      广州     False  5-10年  本科及以上   \n",
       "32                     文创产品经理/主管       8-12k  广州-海珠区     False   3-5年     大专   \n",
       "33                       穿戴甲产品经理      14-25k  广州-海珠区     False  5-10年  大专及以上   \n",
       "34                          产品经理      30-60k      广州     False   经验不限   统招本科   \n",
       "35                    云网产品经理（部门）      10-20k  广州-天河区     False   3-5年     本科   \n",
       "36                        高级产品经理  30-40k·13薪  广州-白云区     False   3-5年   统招本科   \n",
       "37                      高级硬件产品经理  20-35k·13薪  广州-黄埔区     False  5-10年     本科   \n",
       "38                    产品经理（分子诊断）      16-25k  广州-海珠区     False   3-5年     硕士   \n",
       "39                          产品经理   8-12k·13薪  广州-白云区     False   1-3年     本科   \n",
       "\n",
       "    公司融资情况                公司名称        行业           规模  平均薪资  \n",
       "0       D轮               SHEIN    专业技术服务     10000人以上  25.0  \n",
       "1    融资未公开           某大型健康产品公司  食品/饮料/日化   2000-5000人  20.5  \n",
       "2      NaN             某专业服务公司    人力资源服务        1-49人  27.5  \n",
       "3      NaN                 钱大妈       新零售  5000-10000人  25.0  \n",
       "4      NaN    毕马威中国 KPMG China    专业技术服务  5000-10000人  42.5  \n",
       "5    融资未公开          某广州知名互联网公司       互联网     100-499人  30.0  \n",
       "6      NaN               Qinda     机械/设备     100-499人  27.5  \n",
       "7      已上市           某国内制药上市公司        制药   2000-5000人  17.5  \n",
       "8       A轮             新型互联网公司    互联网/电商     100-499人  40.0  \n",
       "9    融资未公开            某广州互联网公司       互联网     100-499人  30.0  \n",
       "10   融资未公开                中视信息     计算机软件     100-499人  27.5  \n",
       "11     NaN                名创优品     批发/零售   1000-2000人  12.5  \n",
       "12     NaN       广州乐芙化妆品科技有限公司      电子商务        1-49人  15.0  \n",
       "13      B轮              出海服务公司    互联网/电商     100-499人  37.5  \n",
       "14   融资未公开             某电子商务公司      电子商务     100-499人  26.5  \n",
       "15     NaN       李氏大药厂(香港)有限公司        制药     500-999人  27.5  \n",
       "16      C轮                树根互联      人工智能   1000-2000人  30.0  \n",
       "17   融资未公开             某广州知名公司     计算机软件     500-999人  20.0  \n",
       "18     NaN       浩鲸云计算科技股份有限公司     计算机软件  5000-10000人  21.0  \n",
       "19     NaN                菲亚兰德     机械/设备     500-999人  17.5  \n",
       "20   融资未公开            某贸易进出口公司    贸易/进出口        1-49人  12.5  \n",
       "21     NaN               某知名公司     批发/零售          NaN  40.0  \n",
       "22   融资未公开                朗臣医疗        制药       50-99人  22.5  \n",
       "23     NaN          美的集团企业数字平台     家具/家居     10000人以上  23.0  \n",
       "24  沪深A股上市                 一品红        制药     500-999人  30.0  \n",
       "25     NaN              广东蓝理建设   房地产开发经营     500-999人  11.5  \n",
       "26     NaN               SHEIN       互联网  5000-10000人  27.5  \n",
       "27   融资未公开             某广州制药公司        制药     100-499人  22.5  \n",
       "28   融资未公开               某安防公司      智能安防     100-499人  17.5  \n",
       "29     已上市          某广州大型互联网公司       互联网     10000人以上  95.0  \n",
       "30     NaN   一起赢(广东)数字音画传媒有限公司  广播/影视/录音        1-49人  19.0  \n",
       "31   融资未公开            大型上市食品企业  食品/饮料/日化     10000人以上  24.0  \n",
       "32     NaN              恒鼎文化传媒     文化艺术业        1-49人  10.0  \n",
       "33     NaN               某知名公司    其他生活服务        1-49人  19.5  \n",
       "34     已上市        某广州计算机软件上市公司     计算机软件  5000-10000人  45.0  \n",
       "35     NaN  中讯邮电咨询设计院有限公司广东分公司      通信设备   1000-2000人  15.0  \n",
       "36     NaN        广州赫特信息技术有限公司      电子商务     100-499人  35.0  \n",
       "37      B轮           黑格智能 黑格科技     机械/设备     500-999人  27.5  \n",
       "38     NaN        广州嘉检医学检测有限公司      生物技术     100-499人  20.5  \n",
       "39     NaN     广州华银康医疗集团股份有限公司      医疗机构  5000-10000人  10.0  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:49:02.733284Z",
     "iopub.status.busy": "2023-05-31T12:49:02.732748Z",
     "iopub.status.idle": "2023-05-31T12:49:02.745461Z",
     "shell.execute_reply": "2023-05-31T12:49:02.744652Z",
     "shell.execute_reply.started": "2023-05-31T12:49:02.733251Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>广州</th>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-南沙区</th>\n",
       "      <td>42.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-天河区</th>\n",
       "      <td>20.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-番禺区</th>\n",
       "      <td>24.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-白云区</th>\n",
       "      <td>20.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-荔湾区</th>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-越秀区</th>\n",
       "      <td>17.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-黄埔区</th>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         平均薪资\n",
       "地区           \n",
       "广州      27.50\n",
       "广州-南沙区  42.50\n",
       "广州-天河区  20.75\n",
       "广州-海珠区  20.00\n",
       "广州-番禺区  24.00\n",
       "广州-白云区  20.50\n",
       "广州-荔湾区  27.50\n",
       "广州-越秀区  17.50\n",
       "广州-黄埔区  27.50"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\r\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\r\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:49:16.634731Z",
     "iopub.status.busy": "2023-05-31T12:49:16.634144Z",
     "iopub.status.idle": "2023-05-31T12:49:16.641696Z",
     "shell.execute_reply": "2023-05-31T12:49:16.640680Z",
     "shell.execute_reply.started": "2023-05-31T12:49:16.634697Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[27.5, 42.5, 20.8, 20.0, 24.0, 20.5, 27.5, 17.5, 27.5]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values = [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\r\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:49:27.041576Z",
     "iopub.status.busy": "2023-05-31T12:49:27.041014Z",
     "iopub.status.idle": "2023-05-31T12:49:27.047063Z",
     "shell.execute_reply": "2023-05-31T12:49:27.046286Z",
     "shell.execute_reply.started": "2023-05-31T12:49:27.041541Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州',\n",
       " '广州-南沙区',\n",
       " '广州-天河区',\n",
       " '广州-海珠区',\n",
       " '广州-番禺区',\n",
       " '广州-白云区',\n",
       " '广州-荔湾区',\n",
       " '广州-越秀区',\n",
       " '广州-黄埔区']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\r\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:49:38.320051Z",
     "iopub.status.busy": "2023-05-31T12:49:38.319395Z",
     "iopub.status.idle": "2023-05-31T12:49:38.329927Z",
     "shell.execute_reply": "2023-05-31T12:49:38.329058Z",
     "shell.execute_reply.started": "2023-05-31T12:49:38.320016Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b11ef788263b4c649c6e902474e0d438\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b11ef788263b4c649c6e902474e0d438 = echarts.init(\n",
       "                    document.getElementById('b11ef788263b4c649c6e902474e0d438'), 'white', {renderer: 'canvas'});\n",
       "                var option_b11ef788263b4c649c6e902474e0d438 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5730\\u533a\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                42.5,\n",
       "                20.8,\n",
       "                20.0,\n",
       "                24.0,\n",
       "                20.5,\n",
       "                27.5,\n",
       "                17.5,\n",
       "                27.5\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5730\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u5357\\u6c99\\u533a\",\n",
       "                \"\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u767d\\u4e91\\u533a\",\n",
       "                \"\\u8354\\u6e7e\\u533a\",\n",
       "                \"\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u9ec4\\u57d4\\u533a\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"PM-\\u5206\\u5730\\u533a-\\u4e2d\\u4f4d\\u6570\\u85aa\\u8d44\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"brush\": {\n",
       "        \"toolbox\": [\n",
       "            \"rect\",\n",
       "            \"polygon\",\n",
       "            \"keep\",\n",
       "            \"clear\"\n",
       "        ],\n",
       "        \"brushType\": \"rect\",\n",
       "        \"brushMode\": \"single\",\n",
       "        \"transformable\": true,\n",
       "        \"brushStyle\": {\n",
       "            \"borderWidth\": 1,\n",
       "            \"color\": \"rgba(120,140,180,0.3)\",\n",
       "            \"borderColor\": \"rgba(120,140,180,0.8)\"\n",
       "        },\n",
       "        \"throttleType\": \"fixRate\",\n",
       "        \"throttleDelay\": 0,\n",
       "        \"removeOnClick\": true,\n",
       "        \"z\": 10000\n",
       "    }\n",
       "};\n",
       "                chart_b11ef788263b4c649c6e902474e0d438.setOption(option_b11ef788263b4c649c6e902474e0d438);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fa35932dd50>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\r\n",
    "from pyecharts.charts import Bar\r\n",
    "from pyecharts.faker import Faker\r\n",
    "\r\n",
    "\r\n",
    "c = (\r\n",
    "    Bar()\r\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\r\n",
    "    .add_yaxis(\"地区\", 分地区_平均薪资_values[1:])\r\n",
    "    .set_global_opts(\r\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\r\n",
    "        brush_opts=opts.BrushOpts(),\r\n",
    "    )\r\n",
    "    # .render(\"bar_with_brush.html\")\r\n",
    ")\r\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:50:06.981827Z",
     "iopub.status.busy": "2023-05-31T12:50:06.980302Z",
     "iopub.status.idle": "2023-05-31T12:50:06.996106Z",
     "shell.execute_reply": "2023-05-31T12:50:06.994944Z",
     "shell.execute_reply.started": "2023-05-31T12:50:06.981776Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>17.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>22.954545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>32.153846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年   17.500000\n",
       "3-5年   22.954545\n",
       "5-10年  32.153846\n",
       "经验不限   30.000000"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作年限平均薪资\r\n",
    "非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:50:15.131563Z",
     "iopub.status.busy": "2023-05-31T12:50:15.131031Z",
     "iopub.status.idle": "2023-05-31T12:50:15.145029Z",
     "shell.execute_reply": "2023-05-31T12:50:15.144234Z",
     "shell.execute_reply.started": "2023-05-31T12:50:15.131530Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <th>本科</th>\n",
       "      <td>17.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">3-5年</th>\n",
       "      <th>大专</th>\n",
       "      <td>12.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>16.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>25.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>28.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>20.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>25.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">5-10年</th>\n",
       "      <th>大专及以上</th>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>26.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>43.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">经验不限</th>\n",
       "      <th>本科及以上</th>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  平均薪资\n",
       "工作年限  学历              \n",
       "1-3年  本科     17.500000\n",
       "3-5年  大专     12.166667\n",
       "      大专及以上  16.250000\n",
       "      本科     25.937500\n",
       "      本科及以上  28.750000\n",
       "      硕士     20.500000\n",
       "      统招本科   25.083333\n",
       "5-10年 大专及以上  23.000000\n",
       "      本科     26.300000\n",
       "      本科及以上  24.000000\n",
       "      统招本科   43.300000\n",
       "经验不限  本科及以上  22.500000\n",
       "      统招本科   45.000000"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\r\n",
    "非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:50:24.897244Z",
     "iopub.status.busy": "2023-05-31T12:50:24.896694Z",
     "iopub.status.idle": "2023-05-31T12:50:24.909957Z",
     "shell.execute_reply": "2023-05-31T12:50:24.909235Z",
     "shell.execute_reply.started": "2023-05-31T12:50:24.897211Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>专业技术服务</th>\n",
       "      <td>33.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <td>45.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网/电商</th>\n",
       "      <td>38.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源服务</th>\n",
       "      <td>27.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他生活服务</th>\n",
       "      <td>19.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗机构</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>家具/家居</th>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广播/影视/录音</th>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产开发经营</th>\n",
       "      <td>11.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发/零售</th>\n",
       "      <td>26.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化艺术业</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新零售</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>智能安防</th>\n",
       "      <td>17.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>机械/设备</th>\n",
       "      <td>24.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>生物技术</th>\n",
       "      <td>20.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子商务</th>\n",
       "      <td>25.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <td>28.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贸易/进出口</th>\n",
       "      <td>12.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/日化</th>\n",
       "      <td>22.250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               平均薪资\n",
       "行业                 \n",
       "专业技术服务    33.750000\n",
       "互联网       45.625000\n",
       "互联网/电商    38.750000\n",
       "人力资源服务    27.500000\n",
       "人工智能      30.000000\n",
       "其他生活服务    19.500000\n",
       "制药        24.000000\n",
       "医疗机构      10.000000\n",
       "家具/家居     23.000000\n",
       "广播/影视/录音  19.000000\n",
       "房地产开发经营   11.500000\n",
       "批发/零售     26.250000\n",
       "文化艺术业     10.000000\n",
       "新零售       25.000000\n",
       "智能安防      17.500000\n",
       "机械/设备     24.166667\n",
       "生物技术      20.500000\n",
       "电子商务      25.500000\n",
       "计算机软件     28.375000\n",
       "贸易/进出口    12.500000\n",
       "通信设备      15.000000\n",
       "食品/饮料/日化  22.250000"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分行业平均薪资\r\n",
    "非薪资面议.groupby('行业').agg({'平均薪资':'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:53:15.121848Z",
     "iopub.status.busy": "2023-05-31T12:53:15.120854Z",
     "iopub.status.idle": "2023-05-31T12:53:15.128092Z",
     "shell.execute_reply": "2023-05-31T12:53:15.127408Z",
     "shell.execute_reply.started": "2023-05-31T12:53:15.121813Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         20-30k\n",
       "1     18-23k·15薪\n",
       "2     20-35k·16薪\n",
       "3     20-30k·13薪\n",
       "4     30-55k·13薪\n",
       "5     20-40k·15薪\n",
       "6     20-35k·13薪\n",
       "7         15-20k\n",
       "8     30-50k·15薪\n",
       "9         20-40k\n",
       "10        25-30k\n",
       "11    10-15k·13薪\n",
       "12    13-17k·13薪\n",
       "13    25-50k·15薪\n",
       "14        18-35k\n",
       "15        20-35k\n",
       "16        20-40k\n",
       "17        15-25k\n",
       "18        15-27k\n",
       "19        15-20k\n",
       "20    12-13k·13薪\n",
       "21        30-50k\n",
       "22        15-30k\n",
       "23    16-30k·15薪\n",
       "24        25-35k\n",
       "25         8-15k\n",
       "26    20-35k·14薪\n",
       "27        22-23k\n",
       "28        15-20k\n",
       "29       80-110k\n",
       "30        16-22k\n",
       "31    18-30k·13薪\n",
       "32         8-12k\n",
       "33        14-25k\n",
       "34        30-60k\n",
       "35        10-20k\n",
       "36    30-40k·13薪\n",
       "37    20-35k·13薪\n",
       "38        16-25k\n",
       "39     8-12k·13薪\n",
       "Name: 薪资, dtype: object"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['薪资']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:53:26.658902Z",
     "iopub.status.busy": "2023-05-31T12:53:26.658146Z",
     "iopub.status.idle": "2023-05-31T12:53:26.671104Z",
     "shell.execute_reply": "2023-05-31T12:53:26.670360Z",
     "shell.execute_reply.started": "2023-05-31T12:53:26.658868Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         [20-30, ]\n",
       "1     [18-23, ·15薪]\n",
       "2     [20-35, ·16薪]\n",
       "3     [20-30, ·13薪]\n",
       "4     [30-55, ·13薪]\n",
       "5     [20-40, ·15薪]\n",
       "6     [20-35, ·13薪]\n",
       "7         [15-20, ]\n",
       "8     [30-50, ·15薪]\n",
       "9         [20-40, ]\n",
       "10        [25-30, ]\n",
       "11    [10-15, ·13薪]\n",
       "12    [13-17, ·13薪]\n",
       "13    [25-50, ·15薪]\n",
       "14        [18-35, ]\n",
       "15        [20-35, ]\n",
       "16        [20-40, ]\n",
       "17        [15-25, ]\n",
       "18        [15-27, ]\n",
       "19        [15-20, ]\n",
       "20    [12-13, ·13薪]\n",
       "21        [30-50, ]\n",
       "22        [15-30, ]\n",
       "23    [16-30, ·15薪]\n",
       "24        [25-35, ]\n",
       "25         [8-15, ]\n",
       "26    [20-35, ·14薪]\n",
       "27        [22-23, ]\n",
       "28        [15-20, ]\n",
       "29       [80-110, ]\n",
       "30        [16-22, ]\n",
       "31    [18-30, ·13薪]\n",
       "32         [8-12, ]\n",
       "33        [14-25, ]\n",
       "34        [30-60, ]\n",
       "35        [10-20, ]\n",
       "36    [30-40, ·13薪]\n",
       "37    [20-35, ·13薪]\n",
       "38        [16-25, ]\n",
       "39     [8-12, ·13薪]\n",
       "Name: 薪资, dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['薪资'].apply(lambda x:x.split('k'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:53:37.030954Z",
     "iopub.status.busy": "2023-05-31T12:53:37.029693Z",
     "iopub.status.idle": "2023-05-31T12:53:37.038832Z",
     "shell.execute_reply": "2023-05-31T12:53:37.037896Z",
     "shell.execute_reply.started": "2023-05-31T12:53:37.030915Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      20-30\n",
       "1      18-23\n",
       "2      20-35\n",
       "3      20-30\n",
       "4      30-55\n",
       "5      20-40\n",
       "6      20-35\n",
       "7      15-20\n",
       "8      30-50\n",
       "9      20-40\n",
       "10     25-30\n",
       "11     10-15\n",
       "12     13-17\n",
       "13     25-50\n",
       "14     18-35\n",
       "15     20-35\n",
       "16     20-40\n",
       "17     15-25\n",
       "18     15-27\n",
       "19     15-20\n",
       "20     12-13\n",
       "21     30-50\n",
       "22     15-30\n",
       "23     16-30\n",
       "24     25-35\n",
       "25      8-15\n",
       "26     20-35\n",
       "27     22-23\n",
       "28     15-20\n",
       "29    80-110\n",
       "30     16-22\n",
       "31     18-30\n",
       "32      8-12\n",
       "33     14-25\n",
       "34     30-60\n",
       "35     10-20\n",
       "36     30-40\n",
       "37     20-35\n",
       "38     16-25\n",
       "39      8-12\n",
       "Name: 薪资, dtype: object"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['薪资'].apply(lambda x:x.split('k')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:53:46.978359Z",
     "iopub.status.busy": "2023-05-31T12:53:46.977726Z",
     "iopub.status.idle": "2023-05-31T12:53:46.993382Z",
     "shell.execute_reply": "2023-05-31T12:53:46.992452Z",
     "shell.execute_reply.started": "2023-05-31T12:53:46.978316Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      [20, 30]\n",
       "1      [18, 23]\n",
       "2      [20, 35]\n",
       "3      [20, 30]\n",
       "4      [30, 55]\n",
       "5      [20, 40]\n",
       "6      [20, 35]\n",
       "7      [15, 20]\n",
       "8      [30, 50]\n",
       "9      [20, 40]\n",
       "10     [25, 30]\n",
       "11     [10, 15]\n",
       "12     [13, 17]\n",
       "13     [25, 50]\n",
       "14     [18, 35]\n",
       "15     [20, 35]\n",
       "16     [20, 40]\n",
       "17     [15, 25]\n",
       "18     [15, 27]\n",
       "19     [15, 20]\n",
       "20     [12, 13]\n",
       "21     [30, 50]\n",
       "22     [15, 30]\n",
       "23     [16, 30]\n",
       "24     [25, 35]\n",
       "25      [8, 15]\n",
       "26     [20, 35]\n",
       "27     [22, 23]\n",
       "28     [15, 20]\n",
       "29    [80, 110]\n",
       "30     [16, 22]\n",
       "31     [18, 30]\n",
       "32      [8, 12]\n",
       "33     [14, 25]\n",
       "34     [30, 60]\n",
       "35     [10, 20]\n",
       "36     [30, 40]\n",
       "37     [20, 35]\n",
       "38     [16, 25]\n",
       "39      [8, 12]\n",
       "Name: 薪资, dtype: object"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['薪资'].apply(lambda x:x.split('k')[0].split('-'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:53:56.128861Z",
     "iopub.status.busy": "2023-05-31T12:53:56.128296Z",
     "iopub.status.idle": "2023-05-31T12:53:56.141359Z",
     "shell.execute_reply": "2023-05-31T12:53:56.140452Z",
     "shell.execute_reply.started": "2023-05-31T12:53:56.128826Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        [20, 30k]\n",
       "1     [18, 23k·15]\n",
       "2     [20, 35k·16]\n",
       "3     [20, 30k·13]\n",
       "4     [30, 55k·13]\n",
       "5     [20, 40k·15]\n",
       "6     [20, 35k·13]\n",
       "7        [15, 20k]\n",
       "8     [30, 50k·15]\n",
       "9        [20, 40k]\n",
       "10       [25, 30k]\n",
       "11    [10, 15k·13]\n",
       "12    [13, 17k·13]\n",
       "13    [25, 50k·15]\n",
       "14       [18, 35k]\n",
       "15       [20, 35k]\n",
       "16       [20, 40k]\n",
       "17       [15, 25k]\n",
       "18       [15, 27k]\n",
       "19       [15, 20k]\n",
       "20    [12, 13k·13]\n",
       "21       [30, 50k]\n",
       "22       [15, 30k]\n",
       "23    [16, 30k·15]\n",
       "24       [25, 35k]\n",
       "25        [8, 15k]\n",
       "26    [20, 35k·14]\n",
       "27       [22, 23k]\n",
       "28       [15, 20k]\n",
       "29      [80, 110k]\n",
       "30       [16, 22k]\n",
       "31    [18, 30k·13]\n",
       "32        [8, 12k]\n",
       "33       [14, 25k]\n",
       "34       [30, 60k]\n",
       "35       [10, 20k]\n",
       "36    [30, 40k·13]\n",
       "37    [20, 35k·13]\n",
       "38       [16, 25k]\n",
       "39     [8, 12k·13]\n",
       "Name: 薪资, dtype: object"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['薪资'].apply(lambda x:x.split('薪')[0].split('-'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分组分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_PM_gz.groupby(['job.requireEduLevel','comp.compScale']).agg({'comp.compName':'count'})"
   ]
  }
 ],
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